Free Diagnostic Tools
Find the cost leaks before you add another AI gateway.
CLC Labs tools help teams diagnose OpenAI spend, cache misses, output-token growth, and repeated-context waste. The tools run on CachePilot and do not require prompt disclosure to get started.
Tools
Each tool points to a concrete operational question: where is spend coming from, what should be cached, and what should be enforced.
OpenAI Bill Audit
Diagnose why OpenAI spend is climbing across retries, cache misses, output growth, request drift, and model mix.
View toolOpenAI API Cost Calculator
Estimate monthly OpenAI API spend by model, request volume, input tokens, output tokens, cache rate, and retry behavior.
View toolPrompt Cache Health Check
Check whether repeated context is structured in a way that can benefit from OpenAI prompt caching and cheaper cached tokens.
View toolTurn findings into controls
The tools are the entry point. CachePilot is the enforcement layer for policy receipts, output budgets, cache hygiene, and request telemetry across OpenAI API usage.