How to evaluate enterprise AI
RFP questions, TCO, build vs buy, copilot vs work OS, and how to score an agent harness without buying a demo.
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How to Choose Between a Coding Harness and an Enterprise Harness
A coding harness runs a repository — Claude Code, Cursor, Codex.
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How to Evaluate an Agent Harness
Evaluating an agent harness means checking whether it can stop a write, replay who signed, and swap the model without rewriting the tools.
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How to Evaluate Collaborative AI
An RFP sheet for shared jobs — not copilots.
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How to Evaluate Loop Engineering
Evaluating loop engineering means asking whether a standing order can skip quietly, record a run page, and be reused without copying an old channel.
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What are auditors asking for around AI?
They will pick one journal, credit, or customer email and walk it from prompt to record — here is the first evidence pack that survives that walk.
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What to Look for in Model Routing
Model routing is a policy that uses a cheaper model for simple steps and a stronger model only when the task needs it — not a dropdown labelled “best.”
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