Cache analysis

Prompt Cache Health Check

Check whether repeated context is structured in a way that can benefit from OpenAI prompt caching and cheaper cached tokens.

What You Get

The diagnostic is designed as a low-friction first step before changing production traffic.

Step 1

Estimate cached-token opportunity

Step 2

Spot request-shape changes that break reuse

Step 3

Prioritize prompt and route fixes before adding infrastructure

Why CLC Labs links this to CachePilot

A diagnostic report is only useful if the fixes can be enforced. CachePilot turns cost and cache findings into policy receipts, output budgets, request-shape telemetry, and governance controls for OpenAI API usage.