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AI Cost Attribution Auditor

Paste a JSON array or NDJSON trace from your AI gateway to analyze per-tenant costs.

Free plan: 1 analysis/day. Pro: unlimited analyses and saved attribution snapshots.

Plan: Free (1 analysis remaining today).

Ready to attribute costs across your entire fleet?

Pro keeps trace history, runs scheduled diffs, and gives Finance and Engineering one shared chargeback view.

See Pro plans

Auditor Tools

Context PropagationCheck field survival across gateway hopsCost AttributionTrace spend to tenants and usersCost BreakdownReview cost by model and periodTrace CompareCompare two usage exportsModel PricingCheck model rate assumptions

Why this tool

AI spend is invisible across teams. Engineering sees the bill go up, Finance can't tell which tenant or workload caused it, and chargebacks stall because no one trusts the numbers. This free auditor turns a raw gateway-trace export into the cost-attribution evidence both sides agree on — no vendor demo, no pilot, no data leaving your browser.

How it works

  1. 1

    Paste a JSON or NDJSON gateway trace from OpenAI, Anthropic, Bedrock, LiteLLM, or your in-house proxy.

  2. 2

    See the cost broken down by team, tenant, and model — with an explicit unattributed bucket.

  3. 3

    Export attribution as JSON / CSV to attach to the chargeback ticket or RCA.

Benefits

Team-level cost visibility across tenants and models.
Chargeback-ready CSV / JSON export — drop straight into the Finance ticket.
Detects outlier consumption with a ≥50% concentration flag.
Works with OpenAI, Anthropic, AWS Bedrock, LiteLLM, Helicone, OpenRouter, and homegrown gateway logs.
No data stored — every parse runs in your browser tab, nothing uploaded.

Frequently asked

Like what you see? Get early access to the full Auditor

Join the waitlist to save audit sessions and turn trace data into attribution reports.

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