GetWrangler / Cost Audit
Paste a usage sample or upload a CSV. No signup, no routing changes — just the number. Nothing you submit is stored.
If this includes usage from Claude Code, Codex, or similar coding tools: Codex usage in OpenAI exports is detected and excluded automatically. For Claude Code usage billed through Anthropic, mark the relevant API key(s) below before running the audit — GetWrangler doesn't route or discount that kind of traffic, and leaving it in (Anthropic only) will distort your real savings estimate.
model, tokens or input_tokens/output_tokens, cost) — or, for Anthropic, both the Cost and Tokens exports together. See the "Export from your console" tab for exact steps.platform.openai.com/usage.Optional, for a rough total-spend sanity check only: also export the "Cost data" tab the same way (same date range) and upload it alongside the Activity file. Model isn't groupable on that tab regardless of settings, so it can't feed the per-model savings math either way.
platform.claude.com/cost (Anthropic's billing dashboard). Set the range to the current month (or last 30 days), group by Model, and click the download icon to save the cost CSV.platform.claude.com/usage, use the same date range, and click the download icon to save the tokens CSV.This audit estimates savings from cost-appropriate model routing based on the sample provided. It does not modify your existing API calls or infrastructure. The public classifier distinguishes fewer categories than GetWrangler's full account-level pipeline, so the estimate here is a lower-fidelity preview, not a guarantee. Full continuous tracking, verification, and savings-share billing apply only once you connect an active account.