{ "_meta": { "source": "gold-correctness-set.json", "population": "volatile + fetchable claim_type (price excluded)", "blind": "gold verdict/notes/lastmod_changed/stratum withheld — no label leakage", "claim_count": 255, "files": 45 }, "claims": [ { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#1", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "claim": "gpt-5 | 2025-08-07 | 400K (input 272K, output 128K) | 128K", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#2", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "claim": "gpt-5.5 | 2026-04-24 | 1 050 000 (input 922K) | 128K | Treningsdata des. 2025", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#3", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "claim": "gpt-5 PTU 4750 input TPM/PTU; gpt-5-mini 23750", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#4", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "claim": "DeepSeek-R1/V3 input/output-ratio 1 (standard, som input)", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#5", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "claim": "Eneste generative modeller Norge-resident i Norway East er gpt-4o og gpt-4o-mini", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability" }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#6", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "claim": "gpt-5.5 er eneste modell med Data Zone Standard (EU-residens) i Norway East", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability" }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#7", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "claim": "gpt-5/gpt-5-codex/gpt-5-pro krever registrering aka.ms/oai/gpt5access", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#8", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "claim": "o3-deep-research i Norway East kun via Global Standard (Norway East + West US eneste to regioner)", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability" }, { "id": "ms-ai-advisor/platforms/model-catalog-2026.md#9", "file": "skills/ms-ai-advisor/references/platforms/model-catalog-2026.md", "skill": "ms-ai-advisor", "claim": "Min deployment 15 PTU (global/data zone) / 25-50 (regional); increment 5 (global/data zone) / 25-50 (regional)", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-advisor/architecture/cost-models.md#3", "file": "skills/ms-ai-advisor/references/architecture/cost-models.md", "skill": "ms-ai-advisor", "claim": "Agent flow enforcement blokkerer nye kjøringer i stedet for å deaktivere agenten", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/requirements-messages-management" }, { "id": "ms-ai-advisor/architecture/cost-models.md#6", "file": "skills/ms-ai-advisor/references/architecture/cost-models.md", "skill": "ms-ai-advisor", "claim": "Ubrukte credits rulles ikke over til neste måned", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/ai-builder/credit-management" }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#1", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "claim": "O3/O4/O1-serien 200K input / 100K output", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#2", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "claim": "Reasoning models støtter ikke temperature/top_p/penalties/logprobs/logit_bias/max_tokens", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#3", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "claim": "xhigh kun gpt-5.1-codex-max", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#4", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "claim": "Nye GPT-5 features: verbosity, preamble, allowed_tools, lark_tool", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#5", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "claim": "concise ikke støttet av GPT-5", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#6", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "claim": "O3-mini og O1 returnerer ikke markdown som standard; Formatting re-enabled", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/prompt-engineering/reasoning-models-o1-o3-optimization.md#7", "file": "skills/ms-ai-advisor/references/prompt-engineering/reasoning-models-o1-o3-optimization.md", "skill": "ms-ai-advisor", "claim": "Limited access for o3-pro/gpt-5-pro/gpt-5-codex via aka.ms-lenker", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/architecture/adr-template.md#1", "file": "skills/ms-ai-advisor/references/architecture/adr-template.md", "skill": "ms-ai-advisor", "claim": "SharePoint Embedded/Graph Connectors: zero permission management, permissions respekteres automatisk", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/microsoft-365/copilot/extensibility/data-privacy-security" }, { "id": "ms-ai-advisor/architecture/adr-template.md#2", "file": "skills/ms-ai-advisor/references/architecture/adr-template.md", "skill": "ms-ai-advisor", "claim": "Standard ingen latency-garanti; PTU latency SLA + dedikert kapasitet", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput" }, { "id": "ms-ai-advisor/architecture/adr-template.md#3", "file": "skills/ms-ai-advisor/references/architecture/adr-template.md", "skill": "ms-ai-advisor", "claim": "PTU ~1600 NOK/PTU/måned (1 PTU ~100k tokens/time)", "claim_type": "tpm", "evidence_url": null }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#1", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "claim": "Plattformen heter nå Microsoft Foundry (rebrandet desember 2025)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/what-is-foundry" }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#2", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "claim": "1900+ Foundry Models sold by Azure; 11000+ totalt; 40+ regioner", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/what-is-foundry" }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#3", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "claim": "GPT-5-tabell GA-datoer + kontekstvinduer (gpt-5 2025-08-07 400K osv. t.o.m. gpt-5.5 2026-04-24)", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#4", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "claim": "gpt-4.1 (2025-04-14) 1 million tokens kontekst", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#5", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "claim": "DeepSeek-R1 Reasoning 163840 tokens", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#6", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "claim": "DeepSeek-R1-0528 Reasoning 131072 tokens", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#7", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "claim": "computer-use-preview (2025-03-11) via Responses API; 8192 kontekst, 1024 output; aka.ms/oai/cuaaccess", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/computer-use" }, { "id": "ms-ai-advisor/platforms/azure-ai-foundry.md#8", "file": "skills/ms-ai-advisor/references/platforms/azure-ai-foundry.md", "skill": "ms-ai-advisor", "claim": "SDK i Python, C#, JavaScript, Java", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/what-is-foundry" }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#3", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "claim": "Prompt caching min 1024 tokens; cache-treff per 128 tokens etter første 1024", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching" }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#4", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "claim": "Extended retention 24t for GPT-5-serien + gpt-4.1; in-memory default t.o.m. gpt-5.4", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching" }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#5", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "claim": "In-memory cache ryddes 5-10 min inaktivitet, alltid innen 1 time", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching" }, { "id": "ms-ai-advisor/prompt-engineering/token-optimization-and-efficiency.md#7", "file": "skills/ms-ai-advisor/references/prompt-engineering/token-optimization-and-efficiency.md", "skill": "ms-ai-advisor", "claim": "prompt_cache_key for >15 req/min", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching" }, { "id": "ms-ai-advisor/prompt-engineering/chain-of-thought-prompting.md#1", "file": "skills/ms-ai-advisor/references/prompt-engineering/chain-of-thought-prompting.md", "skill": "ms-ai-advisor", "claim": "reasoning_effort superset none/minimal/low/medium/high/xhigh med per-modell-nyanser", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/prompt-engineering/chain-of-thought-prompting.md#2", "file": "skills/ms-ai-advisor/references/prompt-engineering/chain-of-thought-prompting.md", "skill": "ms-ai-advisor", "claim": "reasoning_effort low/medium/high gjelder alle reasoning models unntatt o1-mini", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/prompt-engineering/chain-of-thought-prompting.md#3", "file": "skills/ms-ai-advisor/references/prompt-engineering/chain-of-thought-prompting.md", "skill": "ms-ai-advisor", "claim": "reasoning_summary for GPT-5-serien støtter auto/concise/detailed", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/reasoning" }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#1", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "claim": "Opptil 10 bilder per chat request", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/gpt-with-vision" }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#2", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "claim": "Detail low=512x512 lavoppløselig; high=segmentert 512x512", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/gpt-with-vision" }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#3", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "claim": "GPT-4o/GPT-4 Turbo low detail = 85 tokens", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/gpt-with-vision" }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#4", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "claim": "High detail token-tall: 1024x1024=4160; 1024x1536=6240; 1536x1024=6208; GPT-4o mini low=2833", "claim_type": "tpm", "evidence_url": null }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#5", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "claim": "Supported multimodal: GPT-5/GPT-4.1/GPT-4.5/GPT-4o-serier, o-serie", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/gpt-with-vision" }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#6", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "claim": "Azure AI Search content extraction: Document Extraction/Content Understanding anbefalt; Document Layout kun eksisterende pipelines", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/multimodal-search-overview" }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#7", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "claim": "Image-to-vector queries kun med Azure Vision multimodal embeddings vectorizer", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/multimodal-search-overview" }, { "id": "ms-ai-advisor/prompt-engineering/multimodal-prompt-design.md#8", "file": "skills/ms-ai-advisor/references/prompt-engineering/multimodal-prompt-design.md", "skill": "ms-ai-advisor", "claim": "Content Understanding skill: cross-page tabeller, semantisk chunking, AI-bildebeskrivelser, posisjonsmetadata PDF/DOCX/XLSX/PPTX", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/multimodal-search-overview" }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#1", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "claim": "Azure AI Search Semantic ranker ikke i Norway East", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support" }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#2", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "claim": "Azure AI Search Agentic Retrieval ikke i Norway East", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support" }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#3", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "claim": "Azure AI Search Query Rewrite ikke i Norway East", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support" }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#4", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "claim": "Confidential computing i Norway East, ikke Sweden Central", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support" }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#5", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "claim": "Semantic ranker/Agentic retrieval/Query rewrite tilgjengelig i Sweden Central", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support" }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#6", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "claim": "Availability Zones 3 AZ i Norway East, Sweden Central, West Europe", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/search/search-region-support" }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#7", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "claim": "Microsoft Foundry tilgjengelig i Norway East", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/foundry/reference/region-support" }, { "id": "ms-ai-advisor/architecture/regional-availability-verification.md#8", "file": "skills/ms-ai-advisor/references/architecture/regional-availability-verification.md", "skill": "ms-ai-advisor", "claim": "Azure OpenAI Standard-modeller (GPT-4o/o3/GPT-4.1) i Norway East; TTS kun Sweden Central", "claim_type": "region", "evidence_url": null }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#1", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "claim": "Realtime-modeller (juni 2026): gpt-4o-realtime-preview, gpt-realtime 2025-08-28, gpt-realtime-mini, gpt-realtime-1.5 2026-02-23 m.fl.", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio" }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#2", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "claim": "gpt-realtime og gpt-realtime-1.5 er GA; preview-suffiks kun eldre gpt-4o-realtime-preview", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio" }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#3", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "claim": "Realtime API GA-stier /openai/v1/realtime/, ikke date-baserte api-version", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio" }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#4", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "claim": "VAD-modes: server_vad, semantic_vad, none", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio" }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#5", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "claim": "Realtime API regions: East US 2, Sweden Central (global)", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio" }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#6", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "claim": "Realtime API fortsatt public preview (jan 2026); ikke SLA", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/realtime-audio" }, { "id": "ms-ai-advisor/prompt-engineering/real-time-reasoning-performance.md#7", "file": "skills/ms-ai-advisor/references/prompt-engineering/real-time-reasoning-performance.md", "skill": "ms-ai-advisor", "claim": "PTU-throughput-estimat (GPT-4o mini): 28500 TPM/15 PTU; 5.05M/140 PTU; 650K/30 PTU", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/latency" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#1", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Commitment Tier støtter Speech/TTS/Translation/Language/Vision OCR/Document Intelligence", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/ai-services/commitment-tier" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#2", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Commitment tier kan ikke brukes med multi-service-ressurs; krever dedikert single-service", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/ai-services/commitment-tier" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#3", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "PTU deployment-typer: Regional/Data Zone/Global Provisioned", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput-billing" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#5", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Reservasjonsrabatt 1-års eller 3-års Azure Reservations", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput-billing" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#6", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "AI gateway styrer Anthropic Messages API (v2-tiers) og Google Vertex AI, unified model API (preview), integreres i Foundry (preview)", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-cost-optimization.md#8", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Azure OpenAI har ingen hard limit-funksjonalitet", "claim_type": "status", "evidence_url": null }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#1", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "claim": "GPT-4o 128k context window", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#2", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "claim": "GPT-4.1 series opp til 200k+ context window", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#3", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "claim": "o3-mini 128k context window", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#4", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "claim": "o1 200k context window", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#5", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "claim": "TPM-tabell med Default tier / Enterprise tier-kolonner", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/quotas-limits" }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#6", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "claim": "Batch quota gpt-4.1/gpt-4o 500M (Enterprise), 30M (Default)", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/quotas-limits" }, { "id": "ms-ai-engineering/rag-architecture/rag-context-windows.md#7", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-context-windows.md", "skill": "ms-ai-engineering", "claim": "File Search: max_prompt_tokens minimum 20000 (lengre 50000)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/assistants" }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#1", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Serverless (Preview) kun West Central US/Switzerland North/Japan East, uten SLA, ingen migrering", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/search/search-sku-tier" }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#2", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "SU og CU ikke utvekslbare", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/search-sku-tier" }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#3", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Tier switching mellom Basic og Standard (S1/S2/S3) støttet", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/search/search-sku-tier" }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#4", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Basic 15 GB per partisjon (etter april 2024; eldre 2 GB)", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity" }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#5", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Per-partisjon storage S1 25/S2 100/S3 200/L1 1TB/L2 2TB", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity" }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#6", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Search Units L1 1-12, L2 1-12", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity" }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#7", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Scalar quantization 75% reduksjon (float32->int8)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-how-to-quantization" }, { "id": "ms-ai-engineering/rag-architecture/rag-cost-optimization.md#8", "file": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md", "skill": "ms-ai-engineering", "claim": "Binary quantization 96.875% reduksjon; built-in compression opptil 92.5%", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-how-to-quantization" }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#1", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "claim": "Embeddings: ada-002 1536/8191, 3-small 1536/8191, 3-large 3072/8191", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#2", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "claim": "text-embedding-3 Matryoshka-dimensjonsreduksjon (3-large 256-1024, 3-small 512)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/cognitive-search-skill-azure-openai-embedding" }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#4", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "claim": "multilingual-e5-small 384/512, e5-large 1024/512, Preview (gratis)", "claim_type": "status", "evidence_url": null }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#5", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "claim": "Foundry støtter fine-tuning av embedding-modeller via Custom Models (preview)", "claim_type": "status", "evidence_url": null }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#6", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "claim": "Azure AI Search Basic tier 1 GB storage", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity" }, { "id": "ms-ai-engineering/rag-architecture/embedding-models-selection.md#7", "file": "skills/ms-ai-engineering/references/rag-architecture/embedding-models-selection.md", "skill": "ms-ai-engineering", "claim": "Standard S1 25 GB storage", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#1", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "claim": "Deployment-typer: Standard, Global Standard, Provisioned (PTU)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/deployment-types" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#3", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "claim": "Modellserie (2026-02): o4-mini topp-reasoning, o3, GPT-4o, GPT-3.5-Turbo, DALL-E 3, Whisper", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#4", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "claim": "Content Understanding GA v1.0/2025-11-01", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/ai-services/content-understanding/choosing-right-ai-tool" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#5", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "claim": "Model Catalog 100+ modeller", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/foundry/what-is-foundry" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-vs-foundry-tools-selection.md#7", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-vs-foundry-tools-selection.md", "skill": "ms-ai-engineering", "claim": "Terminologi endret fra Cognitive Services til Foundry Tools", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/ai-services/content-understanding/choosing-right-ai-tool" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#1", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "claim": "Deployment-typer: Global Standard, Data Zone Standard, Regional Standard, Provisioned (PTU)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/deployment-types" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#2", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "claim": "Backend pool inntil 30 backends", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/api-management/backends" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#3", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "claim": "AI gateway: Anthropic Messages API (v2-tiers), Google Vertex AI, Amazon Bedrock", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#4", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "claim": "Unified model API (preview): ett OpenAI-kompatibelt endepunkt med format-oversettelse", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#5", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "claim": "AI gateway i Microsoft Foundry (preview)", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#6", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "claim": "Semantisk caching via Azure Managed Redis med llm-semantic-cache-policyer", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#7", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "claim": "APIM circuit breaker håndterer 429 og Retry-After (opptil 24t)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/api-management/backends" }, { "id": "ms-ai-engineering/azure-ai-services/ai-services-enterprise-architecture.md#8", "file": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-enterprise-architecture.md", "skill": "ms-ai-engineering", "claim": "Ingen Azure OpenAI-region i Norge per 2026-02; nærmeste Sweden Central/West Europe", "claim_type": "region", "evidence_url": null }, { "id": "ms-ai-engineering/mlops-genaiops/genaiops-llm-specific-practices.md#1", "file": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md", "skill": "ms-ai-engineering", "claim": "Prompt Flow pensjoneres 2027-04-20; migrer til Microsoft Agent Framework", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/prompt-flow/migrate-prompt-flow-to-agent-framework" }, { "id": "ms-ai-engineering/mlops-genaiops/genaiops-llm-specific-practices.md#2", "file": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md", "skill": "ms-ai-engineering", "claim": "Model Catalog 1600+ foundation models", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/foundry-models-overview" }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#1", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "claim": "Prompt Flow pensjoneres 2027-04-20", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/prompt-flow/migrate-prompt-flow-to-agent-framework" }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#2", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "claim": "MLflow 3 single-turn judges: RelevanceToQuery, RetrievalRelevance, RetrievalGroundedness, Safety, Correctness, RetrievalSufficiency, ToolCallCorrectness, ToolCallEfficiency, Guidelines, ExpectationsGuidelines", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/databricks/mlflow3/genai/eval-monitor/concepts/judges/" }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#3", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "claim": "MLflow built-in judges inkluderer også Completeness, Fluency, Equivalence", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/databricks/mlflow3/genai/eval-monitor/concepts/judges/" }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#4", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "claim": "Multi-turn judges: ConversationCompleteness, UserFrustration, KnowledgeRetention, ConversationalSafety, ConversationalGuidelines, ConversationalRoleAdherence, ConversationalToolCallEfficiency", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/databricks/mlflow3/genai/eval-monitor/concepts/judges/" }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#5", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "claim": "Safety evaluators Violence/Sexual/Self-harm/Hate-Unfairness (0-7 skala)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/risk-safety-evaluators" }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#6", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "claim": "Built-in LLM Judges Groundedness/Relevance/Coherence (1-5 skala)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators" }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#7", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "claim": "Azure AI Evaluation SDK v1.14.0", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/python/api/overview/azure/ai-evaluation-readme" }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#8", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "claim": "Agentic evaluators: IntentResolution, TaskAdherence, ToolCallAccuracy", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/observability" }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#9", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "claim": "Production monitoring Databricks-hosted judges; EU-hosted i EU-workspaces; Abuse Monitoring opt-out", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/databricks/mlflow3/genai/eval-monitor/concepts/scorers" }, { "id": "ms-ai-engineering/mlops-genaiops/llm-evaluation-production.md#10", "file": "skills/ms-ai-engineering/references/mlops-genaiops/llm-evaluation-production.md", "skill": "ms-ai-engineering", "claim": "Max 20 scorers per experiment i MLflow", "claim_type": "tpm", "evidence_url": null }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#1", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "claim": "Built-in monitoring signals: Data Drift, Prediction Drift, Data Quality, Model Performance, Feature Attribution Drift", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-model-monitoring" }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#2", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "claim": "Jensen-Shannon distance (numerisk); Pearson chi-squared (kategorisk); NDCG (feature attribution drift)", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-model-monitoring" }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#3", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "claim": "Serverless Spark compute Standard_E4s_v3 - Standard_E64s_v3", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/how-to-monitor-model-performance" }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#4", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "claim": "Event type Run status changed (ikke Dataset drift detected som er v1); filter data.RunTags.azureml_modelmonitor_threshold_breached", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/how-to-monitor-model-performance" }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#5", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "claim": "Namespace Machine Learning Service Workspace (KQL AmlComputeJobEvent/AmlOnlineEndpointTrafficLog)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/monitor-azure-machine-learning" }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#6", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "claim": "Alert rules: Model Deploy Failed (Total>0); Quota Utilization (Avg>90%); Unusable Nodes (Total>0)", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/monitor-azure-machine-learning" }, { "id": "ms-ai-engineering/mlops-genaiops/monitoring-observability-ml-systems.md#7", "file": "skills/ms-ai-engineering/references/mlops-genaiops/monitoring-observability-ml-systems.md", "skill": "ms-ai-engineering", "claim": "Distributed training logs stdout/stderr til AppTraces (90 dager retention)", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/how-to-log-search" }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#1", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "claim": "Premium v2 støtter AZ men ikke multi-region; multi-region kun Premium classic", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/reliability/reliability-api-management" }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#2", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "claim": "Deployment-typer data residency: Standard/Provisioned region; Data Zone innen data zone; Global Standard hvilken som helst region", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/deployment-types" }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#3", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "claim": "Policy-konfig synkronisert <10 sek; management plane + developer portal kun primærregion", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/api-management/api-management-howto-deploy-multi-region" }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#4", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "claim": "Regional DNS https://--01.regional.azure-api.net", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/api-management/api-management-howto-deploy-multi-region" }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#5", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "claim": "Semantic caching Azure Managed Redis via llm-semantic-cache-lookup/store", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities" }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#6", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "claim": "llm-emit-token-metric med regiondimensjon", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities" }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#7", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "claim": "Multi-region gateway + circuit breaker + backend pools (priority-basert) for failover", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/api-management/genai-gateway-capabilities" }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#8", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "claim": "Internal VNet: APIM ruter ikke automatisk; Port 3443 inbound management; Port 1433 outbound SQL fra alle regioner", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/api-management/api-management-howto-deploy-multi-region" }, { "id": "ms-ai-engineering/api-management/multi-region-ai-gateway-design.md#9", "file": "skills/ms-ai-engineering/references/api-management/multi-region-ai-gateway-design.md", "skill": "ms-ai-engineering", "claim": "rate-limit/llm-token-limit teller separat per regional gateway", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/api-management/api-management-howto-deploy-multi-region" }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#1", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "claim": "AzureOpenAIAvailabilityRate metrikk PT1M, DS Export No", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics" }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#2", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "claim": "Metrikker PTUUtilization, ProcessingTime, TokensGenerated", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics" }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#3", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "claim": "RPM/TPM per 1 Unit Capacity: eldre chat 6/1000; o1 1/6000; o3 1/1000; o3-mini 1/10000", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/quotas-limits" }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#4", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "claim": "Dynamic Quota (Preview) opportunistic burst, kan ikke redusere under base", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/dynamic-quota" }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#5", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "claim": "Basic-tier (etter 2024-04-03) inntil 3 partisjoner x 3 replikaer (9 SU)", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity" }, { "id": "ms-ai-governance/monitoring-observability/endpoint-health-and-capacity-planning.md#6", "file": "skills/ms-ai-governance/references/monitoring-observability/endpoint-health-and-capacity-planning.md", "skill": "ms-ai-governance", "claim": "AI Search Serverless (Preview) CU/time + per-GB, kun WCUS/Switzerland North/Japan East, ingen SLA", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity" }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#1", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "claim": "Foundry prosjektnivå-chargeback (Preview) automatisk project-tag, kun Models sold by Azure", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs" }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#2", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "claim": "Partner-modeller under Global resources som model-name-GUID; Global = plassering, ikke SKU", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs" }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#3", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "claim": "Fine-tuned modeller faktureres tre veier: training/hosting/inference", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs" }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#4", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "claim": "Deployments inaktive 15 dager slettes automatisk", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs" }, { "id": "ms-ai-governance/monitoring-observability/cost-monitoring-cost-attribution.md#7", "file": "skills/ms-ai-governance/references/monitoring-observability/cost-monitoring-cost-attribution.md", "skill": "ms-ai-governance", "claim": "Marketplace-meternavn paygo-inference-input-tokens m.fl.", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs" }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#1", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "claim": "RAG-evaluatorer: Groundedness, Groundedness Pro, Relevance, Response Completeness, Retrieval, Document Retrieval", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators" }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#2", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "claim": "Document Retrieval-metrikker: Fidelity, NDCG, XDCG, Max Relevance, Holes", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators" }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#3", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "claim": "AI-assisterte evaluatorer Likert 1-5, default threshold 3", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators" }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#4", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "claim": "Groundedness Pro bruker Azure AI Content Safety, returnerer binær True/False", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators" }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#5", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "claim": "Prompt Flow utfases 2027-04-20; migrer til Microsoft Agent Framework", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/prompt-flow/troubleshoot-guidance" }, { "id": "ms-ai-governance/monitoring-observability/response-quality-metrics-rag.md#6", "file": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md", "skill": "ms-ai-governance", "claim": "GroundednessEvaluator har is_reasoning_model=True for o-series", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/evaluation-evaluators/rag-evaluators" }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#1", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "claim": "Metrikk TokenTransaction = total token count (input+output)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics" }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#2", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "claim": "Metrikk ProcessedPromptTokens = tokens prosessert", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics" }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#3", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "claim": "Metrikker PromptTokens (input) og CompletionTokens (output)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics" }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#4", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "claim": "On Your Data (RAG) to LLM-kall per forespørsel (intent + generation)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data" }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#5", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "claim": "gpt-35-turbo-16k: Generation 4297, Intent 1366, Response 111, Intent output 25 (~5800)", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data" }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#6", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "claim": "RAG-defaults retrieved_document_count=5, chunk_size=1024", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data" }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#7", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "claim": "Cost Management 13 mnd retention; FOCUS-eksport ADLS->Fabric->Power BI; budget 90/100/110%, forecast 110%", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/well-architected/cost-optimization/collect-review-cost-data" }, { "id": "ms-ai-governance/monitoring-observability/token-usage-tracking-attribution.md#8", "file": "skills/ms-ai-governance/references/monitoring-observability/token-usage-tracking-attribution.md", "skill": "ms-ai-governance", "claim": "PTU-metrikk PTUUtilization; Input TPM per PTU = 8450 for Llama-3.3-70B", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/azure-monitor/reference/supported-metrics/microsoft-cognitiveservices-accounts-metrics" }, { "id": "ms-ai-governance/responsible-ai/stakeholder-communication-ai-decisions.md#1", "file": "skills/ms-ai-governance/references/responsible-ai/stakeholder-communication-ai-decisions.md", "skill": "ms-ai-governance", "claim": "Responsible AI scorecard (preview), PDF-basert rapporteringsverktøy", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/machine-learning/concept-responsible-ai-scorecard" }, { "id": "ms-ai-governance/responsible-ai/stakeholder-communication-ai-decisions.md#3", "file": "skills/ms-ai-governance/references/responsible-ai/stakeholder-communication-ai-decisions.md", "skill": "ms-ai-governance", "claim": "Copilot Studio inkluderer 25000 messages", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/microsoft-365/copilot/pay-as-you-go/copilot-capacity-packs" }, { "id": "ms-ai-governance/responsible-ai/algorithmic-accountability-auditability.md#1", "file": "skills/ms-ai-governance/references/responsible-ai/algorithmic-accountability-auditability.md", "skill": "ms-ai-governance", "claim": "Enterprise AI apps inkluderer Foundry, Entra-apper, Anthropic Claude (Enterprise), ChatGPT Enterprise; tredjeparts som Other AI apps", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/purview/ai-microsoft-purview" }, { "id": "ms-ai-governance/responsible-ai/responsible-ai-training-awareness.md#1", "file": "skills/ms-ai-governance/references/responsible-ai/responsible-ai-training-awareness.md", "skill": "ms-ai-governance", "claim": "Implement a Responsible Generative AI Solution in Microsoft Foundry (9 units, intermediate)", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/training/modules/responsible-ai-studio/" }, { "id": "ms-ai-governance/responsible-ai/responsible-ai-training-awareness.md#2", "file": "skills/ms-ai-governance/references/responsible-ai/responsible-ai-training-awareness.md", "skill": "ms-ai-governance", "claim": "AI-cert (AI-900, AI-102) har ikke formell utløpsdato", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/credentials/certifications/azure-ai-engineer" }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "claim": "Norway East primær, begrenset (gpt-4o 2024-11-20)", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability" }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "claim": "Sweden Central sekundær, bred (gpt-4o, o1, gpt-35-turbo)", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability" }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "claim": "gpt-4o og eldre chat 1/6/1000 (kapasitetsenhet/RPM/TPM)", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota" }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#4", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "claim": "o1, o1-preview 1/1/6000", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota" }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#5", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "claim": "o3-mini/o1-mini/o3-pro 1/1/10000; o3/o4-mini 1/1/1000", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota" }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#6", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "claim": "Maks 30 ressurser per region; ingen per-modell deployment-grense", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota" }, { "id": "ms-ai-infrastructure/bcdr/multi-region-azure-openai-deployment.md#7", "file": "skills/ms-ai-infrastructure/references/bcdr/multi-region-azure-openai-deployment.md", "skill": "ms-ai-infrastructure", "claim": "APIM lastbalansering round-robin/vektet/prioritet/session affinity; circuit breaker 429+Retry-After", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/api-management/backends" }, { "id": "ms-ai-infrastructure/bcdr/capacity-planning-dr-configurations.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/capacity-planning-dr-configurations.md", "skill": "ms-ai-infrastructure", "claim": "--sku-name ProvisionedManaged (PTU)", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota" }, { "id": "ms-ai-infrastructure/bcdr/capacity-planning-dr-configurations.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/capacity-planning-dr-configurations.md", "skill": "ms-ai-infrastructure", "claim": "--model-name gpt-4o --model-version 2024-08-06", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota" }, { "id": "ms-ai-infrastructure/bcdr/capacity-planning-dr-configurations.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/capacity-planning-dr-configurations.md", "skill": "ms-ai-infrastructure", "claim": "AI Search 2 vs 3 replikaer: 99.9% vs 99.99% SLA", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/reliability/reliability-ai-search" }, { "id": "ms-ai-infrastructure/bcdr/capacity-planning-dr-configurations.md#5", "file": "skills/ms-ai-infrastructure/references/bcdr/capacity-planning-dr-configurations.md", "skill": "ms-ai-infrastructure", "claim": "Azure OpenAI-kvoter regionsspesifikke; pre-allokér kapasitet i DR-region", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/how-to/high-availability-resiliency" }, { "id": "ms-ai-infrastructure/bcdr/cost-analysis-dr-configurations.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/cost-analysis-dr-configurations.md", "skill": "ms-ai-infrastructure", "claim": "Azure Savings Plans 1-år/3-år commitment, fleksibel på tvers av regioner", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/cost-management-billing/savings-plan/decide-between-savings-plan-reservation" }, { "id": "ms-ai-infrastructure/bcdr/network-resilience-patterns-ai.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/network-resilience-patterns-ai.md", "skill": "ms-ai-infrastructure", "claim": "Azure Front Door DDoS Protection Standard", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/ddos-protection/ddos-protection-overview" }, { "id": "ms-ai-infrastructure/bcdr/network-resilience-patterns-ai.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/network-resilience-patterns-ai.md", "skill": "ms-ai-infrastructure", "claim": "NSG service tag CognitiveServicesManagement", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/virtual-network/service-tags-overview" }, { "id": "ms-ai-infrastructure/bcdr/network-resilience-patterns-ai.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/network-resilience-patterns-ai.md", "skill": "ms-ai-infrastructure", "claim": "NSG service tag AzureCognitiveSearch", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/virtual-network/service-tags-overview" }, { "id": "ms-ai-infrastructure/bcdr/network-resilience-patterns-ai.md#4", "file": "skills/ms-ai-infrastructure/references/bcdr/network-resilience-patterns-ai.md", "skill": "ms-ai-infrastructure", "claim": "Circuit Breaker + Retry exponential backoff obligatorisk for alle Azure AI API-kall", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/quota" }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "claim": "Azure OpenAI inference api-version=2024-10-21", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/ai-foundry/openai/api-version-lifecycle" }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "claim": "Azure AI Search api-version=2024-07-01", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/rest/api/searchservice/search-service-api-versions" }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "claim": "App Service plan --sku P3v3 / P2v3", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/app-service/app-service-configure-premium-v3-tier" }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#4", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "claim": "Azure AI Search dual-indexing DR, ingen built-in cross-region", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/reliability/reliability-ai-search" }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#5", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "claim": "Azure Key Vault MS-managed failover (RTO/RPO Auto)", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency" }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#6", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "claim": "Cosmos DB multi-region writes (RTO/RPO ~0)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/cosmos-db/continuous-backup-restore-introduction" }, { "id": "ms-ai-infrastructure/bcdr/service-level-documentation-dr.md#7", "file": "skills/ms-ai-infrastructure/references/bcdr/service-level-documentation-dr.md", "skill": "ms-ai-infrastructure", "claim": "App Configuration geo-replication DR", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/azure-app-configuration/concept-disaster-recovery" }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#1", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "claim": "Foundry tilbyr ikke automatisk failover/DR ut av boksen (MS-dokumentert)", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency" }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#2", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "claim": "Samtalehistorikk Cosmos DB enterprise_memory; Cosmos DB PITR", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency" }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#3", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "claim": "Cosmos DB continuous backup --continuous-tier Continuous30Days (30-dagers PITR)", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency" }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#4", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "claim": "Storage GZRS anbefalt for produksjon", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency" }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#5", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "claim": "Cosmos DB Service-Managed Failover bytter skriveregion automatisk", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency" }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#6", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "claim": "Azure Key Vault auto-failover til sekundær", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency" }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#7", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "claim": "Azure Container Registry geo-replikering (konfigurer)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/how-to/high-availability-resiliency" }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#8", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "claim": "Microsoft Foundry tidligere Azure AI Studio / Azure Machine Learning", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/what-is-foundry" }, { "id": "ms-ai-infrastructure/bcdr/ai-foundry-disaster-recovery-planning.md#9", "file": "skills/ms-ai-infrastructure/references/bcdr/ai-foundry-disaster-recovery-planning.md", "skill": "ms-ai-infrastructure", "claim": "Global training (Public Preview) rimeligere, ingen datasuverenitet; bruk regional i Norway East/Sweden Central", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/ai-foundry/openai/concepts/models" }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#4", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "claim": "gpt-5 PTU 4750 input TPM/PTU; gpt-4.1 3000", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#5", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "claim": "gpt-4.1 1 output=4 input; gpt-5 1 output=8 input", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#6", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "claim": "Copilot Credits-klassifisering gpt-4.1-mini Basic, gpt-4.1 Standard, gpt-5-reasoning Premium m.fl.", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/prompt-model-settings" }, { "id": "ms-ai-security/cost-optimization/gpt5-gpt41-pricing-models.md#7", "file": "skills/ms-ai-security/references/cost-optimization/gpt5-gpt41-pricing-models.md", "skill": "ms-ai-security", "claim": "GPT-5 fire tenkningsnivåer (Minimal/Low/Medium/High); parallelle verktøykall ikke ved Minimal", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/how-to/model-choice-guide" }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#1", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "claim": "Tre provisioned deployment-typer: Global/Data Zone/Regional Provisioned", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput" }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#2", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "claim": "Fire deployment-kategorier: Standard, Priority processing, Provisioned, Batch", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput" }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#3", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "claim": "Min PTU GPT-4o 50/15, GPT-4o-mini 25/15, DeepSeek-R1 100 global/ingen regional", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#4", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "claim": "GPT-5 4750 input TPM per PTU", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#5", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "claim": "Spillover (GA) alle Azure OpenAI PTU; ikke Foundry-modeller fra andre (DeepSeek, Llama)", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/provisioned-throughput" }, { "id": "ms-ai-security/cost-optimization/ptu-vs-paygo-economics.md#6", "file": "skills/ms-ai-security/references/cost-optimization/ptu-vs-paygo-economics.md", "skill": "ms-ai-security", "claim": "Provisioned-Managed Utilization V2-metrikk; HTTP 429 ved 100%", "claim_type": "taxonomy", "evidence_url": null }, { "id": "ms-ai-security/cost-optimization/deterministic-cost-calculation-model.md#9", "file": "skills/ms-ai-security/references/cost-optimization/deterministic-cost-calculation-model.md", "skill": "ms-ai-security", "claim": "Fra 2025-09-01 Copilot Credits erstattet messages; antall/pack og PAYG-rate uendret", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/billing-licensing" }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#4", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "claim": "1 PTU ~5400 input tokens/min o4-mini; ~3000 GPT-4.1", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#6", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "claim": "GPT-5 fire reasoning-nivåer (Minimal, Low, Medium default, High)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/how-to/model-choice-guide" }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#7", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "claim": "Model Router opptil 60% kostnadsreduksjon", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/how-to/model-choice-guide" }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#8", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "claim": "Model Router er GA-funksjonalitet i Microsoft Foundry", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/how-to/model-choice-guide" }, { "id": "ms-ai-security/cost-optimization/model-selection-price-performance.md#9", "file": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md", "skill": "ms-ai-security", "claim": "AI Builder default GPT-4o-mini for generative (per des 2024)", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/microsoft-copilot-studio/prompt-model-settings" }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#1", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "claim": "Model Router 2025-11-18 (GA)", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/model-router" }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#2", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "claim": "opptil 18 underliggende modeller", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/model-router" }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#3", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "claim": "Rate limits Default/Enterprise GlobalStandard 250/250000, Enterprise 400/400000; DataZone 150/150000", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/model-router" }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#4", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "claim": "gpt-4.1-nano 59400 input TPM/PTU", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#5", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "claim": "gpt-5 4750; gpt-5-mini 23750; o4-mini 5400 input TPM/PTU", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#6", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "claim": "Model Router regional: East US 2, Sweden Central", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/model-router" }, { "id": "ms-ai-security/cost-optimization/multi-model-strategy-costs.md#8", "file": "skills/ms-ai-security/references/cost-optimization/multi-model-strategy-costs.md", "skill": "ms-ai-security", "claim": "Balanced default 1-2% kvalitetsrange; Cost 5-6%", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/concepts/model-router" }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#1", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "claim": "Foundry RBAC-roller omdøpt: Azure AI User->Foundry User osv.", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/rbac-foundry" }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#2", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "claim": "Foundry Tools -> Foundry resource (AIServices)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs" }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#3", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "claim": "Azure Owner/Contributor kun management; build krever Foundry User/Owner", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/ai-services/multi-service-resource" }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#4", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "claim": "Azure OpenAI ikke hard limit enforcement; budgets varsler ikke stopper", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry/concepts/manage-costs" }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#5", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "claim": "Dynamic Quota (Preview) ingen takgrense", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/how-to/dynamic-quota" }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#6", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "claim": "Model Quota (TPM) varierer per tier 150K-30M", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/quotas-limits" }, { "id": "ms-ai-security/cost-optimization/azure-ai-foundry-cost-governance.md#7", "file": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md", "skill": "ms-ai-security", "claim": "Serverless API Quota 200K TPM, 1K RPM per deployment", "claim_type": "tpm", "evidence_url": null }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#1", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "claim": "Regional Provisioned min/increment 50 (25 mini/nano)", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#2", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "claim": "Data Zone/Global Provisioned min 15, increment 5", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#3", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "claim": "Enkelte Foundry Models (DeepSeek/Fireworks) 100+ minimum", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#4", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "claim": "New enrollments STOPPED Aug 1 2024 (legacy commitment)", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/provisioned-migration" }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#5", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "claim": "Fra mai 2025 PTU-reservasjoner cross-model sharing (Azure OpenAI + Foundry Models)", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/cost-management-billing/reservations/azure-openai" }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#6", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "claim": "Autorenew ON som standard for nye reservasjoner (etter 2025-Q4)", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/cost-management-billing/reservations/azure-openai" }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#7", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "claim": "Disconnected container 1 år; Web/Connected 1 måned; non-refunderbar; kun single-service", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/ai-services/commitment-tier" }, { "id": "ms-ai-security/cost-optimization/reserved-capacity-planning.md#8", "file": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md", "skill": "ms-ai-security", "claim": "gpt-5.1 4750 input TPM/PTU + output-ratio 8; 63 PTU -> rundet 100 regional", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/provisioned-throughput-sizing" }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#1", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "claim": "Min prompt 1024 tokens; granularitet 128; in-memory TTL 5-10 min idle, max 1 time", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching" }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#2", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "claim": "Extended cache opptil 24t; GPT-5-serien + gpt-4.1; default 24h nyere", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/openai/how-to/prompt-caching" }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#4", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "claim": "On Your Data deprecated, retires 2026-10-14; migrer Foundry Agent Service + Foundry IQ", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data" }, { "id": "ms-ai-security/cost-optimization/token-counting-optimization.md#8", "file": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md", "skill": "ms-ai-security", "claim": "On Your Data token-estimering intent ~1366, generation ~4297, response ~111, intent output ~25, ~5800; 20% reservert; cap 2000", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data" }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#1", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "claim": "Scalar (int8) float32->int8 4x reduksjon", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-how-to-quantization" }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#2", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "claim": "Binary float32->1 bit, opptil 28x reduksjon", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-how-to-quantization" }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#3", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "claim": "Anbefalt minstegrense 1024 dimensjoner ved binary quantization", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-how-to-truncate-dimensions" }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#4", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "claim": "HNSW overhead 1-20% av raw vector size", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-index-size" }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#5", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "claim": "Vector quota (post-April 2024) Basic 1/S1 12/S2 36/S3 72 GB", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity" }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#6", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "claim": "Serverless (Preview) kun WCUS/Switzerland North/Japan East, ingen SLA, ingen migrering", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity" }, { "id": "ms-ai-security/cost-optimization/vector-storage-cost-optimization.md#7", "file": "skills/ms-ai-security/references/cost-optimization/vector-storage-cost-optimization.md", "skill": "ms-ai-security", "claim": "Vector quantization GA siden 2024-11-01", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/search/vector-search-index-size" }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#1", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "claim": "Token consumption gpt-35-turbo-16k 5799, gpt-4-0613 5518, gpt-4-1106 5495, gpt-35-turbo-1106 6362", "claim_type": "tpm", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data" }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#2", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "claim": "AI Search tier storage Basic 2/S1 25/S2 100/S3 200 GB per partisjon", "claim_type": "sku", "evidence_url": "https://learn.microsoft.com/azure/search/search-limits-quotas-capacity" }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#4", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "claim": "Agentic retrieval GA i 2026-04-01 REST API; portal preview; bak Foundry IQ", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/search/agentic-retrieval-overview" }, { "id": "ms-ai-security/cost-optimization/rag-query-cost-reduction.md#7", "file": "skills/ms-ai-security/references/cost-optimization/rag-query-cost-reduction.md", "skill": "ms-ai-security", "claim": "text-embedding-ada-002 eneste supported for On Your Data vector search", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry-classic/openai/concepts/use-your-data" }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#1", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "claim": "AI Builder capacity add-on: Salg stoppet 1. nov 2025, EOL 1. nov 2026; seeded fjernes 1. nov 2026", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/ai-builder/endofaibcredits" }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#2", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "claim": "Seeded credits i EA fjernes også 1. nov 2026", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/ai-builder/endofaibcredits" }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#3", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "claim": "Seeded credits per lisens: Power Apps Premium 500, per app 250, Automate Premium 5000, F&O 20000, Sustainability 25000", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/ai-builder/credit-management" }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#6", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "claim": "AI Builder i Copilot Studio konsumerer kun Copilot Credits", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/ai-builder/administer-licensing" }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#7", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "claim": "Nye kunder kan ikke kjøpe AI Builder add-ons fra 1. nov 2025", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/ai-builder/administer-licensing" }, { "id": "ms-ai-security/cost-optimization/ai-builder-credits-transition.md#8", "file": "skills/ms-ai-security/references/cost-optimization/ai-builder-credits-transition.md", "skill": "ms-ai-security", "claim": "Overage grace period (ikke fakturert), blokkerer kjøring; månedlig reset, ingen carry-over", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/ai-builder/credit-management" }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#1", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "claim": "SLM under 10 mrd parametere; LLM over 10 mrd", "claim_type": "taxonomy", "evidence_url": "https://learn.microsoft.com/azure/aks/concepts-ai-ml-language-models" }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#2", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "claim": "Phi-3-small 7B, Phi-3-medium 14B, Phi-2 2.7B", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/aks/concepts-ai-ml-language-models" }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#3", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "claim": "Phi-4-mini 131072 input, 4096 output", "claim_type": "version", "evidence_url": "https://learn.microsoft.com/azure/foundry/foundry-models/concepts/models-from-partners" }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#4", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "claim": "Phi-serien MIT-lisensiert; Falcon-7B Apache 2.0", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/aks/concepts-ai-ml-language-models" }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#5", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "claim": "App Service Phi-4 sidecar ASP.NET Core, FastAPI, Spring Boot, Express.js", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/app-service/scenario-ai-local-small-language-model" }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#6", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "claim": "KAITO støtter Phi-4-mini med auto-GPU-provisioning", "claim_type": "status", "evidence_url": "https://learn.microsoft.com/azure/aks/ai-toolchain-operator" }, { "id": "ms-ai-security/cost-optimization/small-language-models-economics.md#9", "file": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md", "skill": "ms-ai-security", "claim": "GPU regional: West US/West US 3/Sweden Central/Australia East (A100); West Europe (T4)", "claim_type": "region", "evidence_url": "https://learn.microsoft.com/azure/aks/ai-toolchain-operator" } ] }