diff --git a/skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md b/skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md
index d2c7367..4b086ef 100644
--- a/skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md
+++ b/skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md
@@ -1,6 +1,6 @@
 # Small Language Models: Economics and Use Cases
 
-**Last updated:** 2026-04
+**Last updated:** 2026-06
 **Status:** GA
 **Category:** Cost Optimization & FinOps for AI
 
@@ -21,7 +21,7 @@ Microsofts Phi-serie (Phi-3, Phi-4) demonstrerer denne trenden tydelig: Phi-4-mi
 | Egenskap | Small Language Models (SLMs) | Large Language Models (LLMs) |
 |----------|------------------------------|------------------------------|
 | **Parameterstørrelse** | < 10 milliarder | > 10 milliarder |
-| **Eksempler** | Phi-4-mini (3.8B), Phi-3-small (7B), Falcon-7B | GPT-4o (175B+), Llama-3.3-70B |
+| **Eksempler** | Phi-4-mini (3.8B), Phi-3-small (7B), Falcon-7B | GPT-4o, Llama-3.3-70B |
 | **Inferenskostnad (Azure)** | 0,10–0,50 NOK per 1M tokens | 5,00–50,00 NOK per 1M tokens |
 | **Hosting-alternativ** | Cloud, on-premises, edge, sidecar | Cloud (primært) |
 | **GPU-krav** | Optional (CPU mulig), T4, A100 | A100, større clustere |
@@ -440,9 +440,9 @@ az webapp create --name webapp-slm-phi4 --resource-group rg-slm-norway --plan pl
 | **Phi-4-mini** | SLM | 0,10 NOK / 1M tokens | 0,30 NOK / 1M tokens | 0,40 NOK |
 | **GPT-4o-mini** | Small LLM | 1,58 NOK / 1M tokens | 6,30 NOK / 1M tokens | 7,88 NOK |
 | **GPT-4o** | LLM | 26,25 NOK / 1M tokens | 105,00 NOK / 1M tokens | 131,25 NOK |
-| **GPT-4** (utfaset, illustrativt) | LLM | ~105 NOK / 1M tokens | ~315 NOK / 1M tokens | ~420 NOK |
+| **GPT-4** (legacy, illustrativt) | LLM | ~105 NOK / 1M tokens | ~315 NOK / 1M tokens | ~420 NOK |
 
-**Besparelse:** Phi-4-mini er ~**20x billigere** enn GPT-4o-mini og ~**330x billigere** enn GPT-4o (frontier LLM) på ren token-kost. (GPT-4o/4o-mini verifisert juni 2026; GPT-4 er utfaset og oppgis kun illustrativt. Kanonisk prissannhet: `deterministic-cost-calculation-model.md` §1.1.)
+**Besparelse:** Phi-4-mini er ~**20x billigere** enn GPT-4o-mini og ~**330x billigere** enn GPT-4o (frontier LLM) på ren token-kost. (GPT-4o/4o-mini verifisert juni 2026; GPT-4 er legacy og oppgis kun illustrativt. Kanonisk prissannhet: `deterministic-cost-calculation-model.md` §1.1.)
 
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