cost-audit

What problem does it solve?

This Skill helps teams identify and eliminate unnecessary AI inference costs by right-sizing model selection, pruning prompt context, and reducing redundant calls so spending stays predictable without sacrificing necessary capability.

Core Features & Use Cases

• Identify high-cost call sites: Find long prompts, full-file contexts, or premium models used where lower tiers would suffice.
• Measure baseline usage: Tally tokens per call, model mix, and prompt size distributions to quantify current spend patterns.
• Recommend actionable optimizations: Model downgrades, context pruning, prompt deduplication, batching, and per-agent tier assignment to estimate savings.
• Use Case: Audit a fleet-mode deployment where multiple agents default to premium models and produce a prioritized remediation plan with estimated monthly savings.

Quick Start

Run a cost audit on recent model call logs, list the top waste patterns, and recommend specific model tier changes and prompt reductions with estimated savings.