1. Executive one-pager
Top 5 leaks ranked by $/mo. Total annualized savings. Read in 60 seconds, decide what to fix this week.
Drop a GitHub repo URL. Within 1 hour, get a deterministic audit of every LLM cost leak in your code — ranked by $/mo, with before/after diffs you can paste straight into a PR.
Top 5 leaks ranked by $/mo. Total annualized savings. Read in 60 seconds, decide what to fix this week.
Actual patch snippets for the top 3 leaks. Paste into a PR. No "go talk to a consultant" handwaving.
Every LLM call site in your repo, with model, max_tokens, calls/mo, and $ burned. Concentrate effort where it matters.
For each leak: confidence rating, expected savings, implementation effort (LOC), and quality-validation strategy.
Implement the fixes, then re-submit the same repo. We re-run the analysis. If bill didn't drop by $79+, full refund.
Anthropic prompt caching · OpenAI Batch API · model-tier downshift · prefix-cache hit rate · Gemini context caching.
| This is... | This is not... |
|---|---|
| A one-shot, static-analysis audit of your repo | A monthly SaaS subscription with seat pricing |
| Code-level findings you can paste into a PR | Runtime observability requiring prod-API integration |
| Deterministic regex + heuristics (no LLM-in-the-loop) | "AI told me your code is bad" handwaving |
| Vendor-agnostic (Anthropic, OpenAI, Gemini, Mistral) | Locked to one cloud or one provider |
| Anonymous (we never see your prod traffic) | A security-scanning tool |
This is a brand-new product. The cost-rule library is validated against 40+ real bills from the free LLM Bill Mini-Triage tool, but $79 LLM Bill X-Ray has shipped zero paid audits yet.
Honest first-customer offer: the first 3 customers pay $79 via PayPal normally; reply to your delivery email with subject "First-3 beta" and I'll PayPal-refund $30 (effective price: $49 / 38% off). In exchange: a 90-day follow-up audit and permission to anonymize learnings into the cost-rule library.
Why honest pricing: vendors inflate savings projections to optimize sign-ups; there's no sponsor here, no funnel to upsell into a $5K/mo retainer. If the audit doesn't find at least $79/mo in your bill, refund. If you implement the fixes and savings don't materialize, refund. The 30-day re-audit voucher is structural accountability, not marketing copy.
cache_control on Anthropic, wrong-model-tier for simple tasks (gpt-4 doing scoring/classification), oversized max_tokens relative to observed output, missing Batch API on offline jobs, repeated system prompts, etc. Deterministic means: 0% hallucination rate, 100% reproducible findings.