Pillar Guide · Guides

How to Evaluate LLM Applications

How to Evaluate LLM Applications — a practical, opinionated guide drawn from real engagements.

Long-form pillar guide of roughly 3,500 to 4,500 words. Written as if explaining to a smart non-specialist over coffee.

Sections

definitions, the real question to ask, framework, worked examples, pitfalls, cost and time view, checklist, FAQs. Updated quarterly and dated.

Topics covered

llm eval ai testing framework

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Practical resources — most of which we use ourselves

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Our writing on AI — implementation, strategy, and the messy in-between

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AI Consultant vs Agency vs Big Firm

Senior-only delivery. Fixed-scope pilots. Your data stays yours.