TokenMeter

AI cost audit

Find the AI bill leak before the next invoice.

Send rough usage, get a written cost pass. No keys. Pay only after scope acceptance.

$99

Quick API cost audit for model and cache choices.

$299

Agent cost leak review for loops, RAG, and tool calls.

$1k

Cost spike emergency sprint for runaway LLM bills.

Request a written pass

The form creates a private intake. Payment happens only after the written scope is accepted.

No API keys or private prompts here. A usage export, rough numbers, or redacted trace summary is enough for the first pass.

What the audit covers

The goal is not a generic best-practices memo. The pass points at the few places where your current workload is likely wasting money and what to test next.

Model mix and output-token waste

Prompt, cache, and context-sizing opportunities

RAG over-retrieval and repeated tool-call patterns

Routing drift, retry storms, and avoidable batch cost

$1,000 AI Cost Spike Emergency Sprint for runaway LLM bills

Good fit

Teams spending at least a few hundred dollars per month on LLM APIs, coding agents, support bots, RAG search, or batch generation.

Not needed

If you have no production usage yet, use the free calculator first. The audit works best with rough real numbers.