Coding-agent cost audit

Claude Code token burn is a routing problem before it is a billing problem.

If coding agents, API-backed dev tools or autonomous workflows are eating budget, DealsForge can audit the route in 48h: routine calls, context overhead, retries, fallbacks and provider choices.

Routine work using the strongest model

Classification, file discovery, draft transforms and first-pass edits often do not need the same model as final judgment.

Context loaded on every session

Project rules, docs, memories and repeated summaries can become a standing tax before useful work starts.

Retry loops without a stop condition

The expensive part is often paying for the same failure twice, then sending the cleanup to the strongest model again.

Provider choice before workflow shape

Switching providers helps only after you know which steps are routine, judgment-heavy, recovery-heavy or latency-sensitive.

What to send for the audit

  • Coding agent or IDE workflow: Claude Code, Cursor, OpenCode, Cline-style tools, custom agents or API scripts
  • Current providers/models and any router/proxy layer such as OpenRouter, LiteLLM, Portkey or Helicone
  • Rough monthly usage, spend, quota pressure or example expensive sessions
  • What feels unreliable: bad edits, long context, repeated retries, slow fallback or surprise bills

Check whether your coding-agent stack is audit-worthy

No credentials. Send just enough to know if a 100 EUR audit can find a practical route.

The 48h output

You get a practical route map: which steps can move to cheaper models, where to keep the strongest model, what context to stop loading by default, and where fallback/retry logic should change before provider switching.

No credentials are needed for the first pass. Start with providers, models, rough usage and one expensive example session.

Example audit output

A route map, not a generic PDF.

The real audit uses your stack. This sample shows the level of specificity the 48h delivery targets.

Workflow step

Repo scan and file discovery

Likely leak

Strong model sees the full repo context on every run

Audit route to test

Cheaper model or cached retrieval summary, strong model only when ambiguity is detected

Workflow step

First-pass code edit

Likely leak

Same premium route as final review

Audit route to test

Coding-specialized route with a hard retry budget and diff-size guardrail

Workflow step

Failed command recovery

Likely leak

Retry loop sends the same context back through the expensive path

Audit route to test

Failure classifier first, then targeted recovery prompt with only the failing command and diff

Coding-agent bill climbing?

Get a 48h routing audit for Claude Code-style token burn.

Send your coding-agent stack, context habits, rough usage and pain points. We will separate routine, judgment and recovery steps before suggesting cheaper routes.