Scan your repo. Get an agent-instructions.md Claude Code can apply in one command. Stop paying to re-read the report — and stop paying to send tokens you never needed to send.
Try it now — drop a file or paste a snippet. No signup needed for the first scan.
Live Demo
Watch how we find per-request savings from 25 lines of code.
The Problem
Average token waste in LLM call sites
Average context window underutilization
Average time to first actionable insight
Passing tests — production-hardened engine
The Platform
Continuous cost monitoring
Tree-sitter powered AST parsing across Python, TypeScript, Go, Java, and Ruby. Detects every LLM call — even inside helper functions and async wrappers.
Visualize token flow by model, endpoint, and call site. Track context window utilization, spot efficiency trends, and catch token waste before it compounds.
Get actionable diffs you can apply in one click. Claude Code-compatible markdown reports with exact code changes and estimated savings per fix.
Continuous monitoring via GitHub or proxy. Get context window alerts when utilization drops, and catch token waste in PRs before they merge.
How It Works
Four steps. Eight AI agents. Zero setup. Just connect and go.
Paste code, upload a ZIP, connect GitHub, or point our proxy at your API calls. Detects 60 models across 10 providers. Zero config.
Eight AI agents scan in parallel — Token Optimizer, Model Selector, Cache Analyzer, Architecture Reviewer, Cost Projector, Prompt Engineer, Batch Strategist, and Rate Limiter. AST parsing, token counting, and a RAG knowledge base surface every wasted token.
Helioscan verifies every recommendation by applying changes in-memory and re-scanning. You get three output formats: a branded PDF, a Claude Code-ingestible markdown report with code diffs, and git-apply patches.
Proxy monitors real API usage across 60 models. Budget caps with auto model fallback, email/webhook alerts on spend thresholds, and semantic caching to cut redundant calls.
Output Formats
Every scan produces three deliverables — one for each audience.
Branded executive report with optimization grade, cost breakdown, and per-finding savings. Share with your CTO or finance team.
Download and share — no technical setup needed.Human-readable markdown with rounded savings, per-finding "What to consider" analysis, and no code diffs. Built for skimming and sharing.
Share with your team — human-readable cost analysis.Structured handoff for Claude Code, Cursor, and Copilot. Each finding includes architectural context, fix locus, and anti-patterns to avoid.
Point Claude Code at agent-instructions.md — structured handoff.Every recommendation proven, not just predicted. Helioscan applies each optimization in-memory and measures the real cost delta before including it in your report.
Token Optimizer, Model Selector, Cache Analyzer, Architecture Reviewer, Cost Projector, Prompt Engineer, Batch Strategist, and Rate Limiter work in parallel across every file.
Helioscan isolates each optimization into a single, minimal code change. No compound edits. No guesswork about which change caused what.
The modified code is re-parsed, re-tokenized, and re-costed in a sandboxed environment. The before-and-after cost delta is measured, not estimated.
If a change does not measurably reduce cost, it is discarded. Your final report contains only verified optimizations with real dollar figures.
Verification Engine
Each finding is applied, measured, and validated before it reaches your report
Built For
Stop bleeding money on personal AI projects. See exactly where your tokens go and slash your API bill without sacrificing output quality.
Move fast without burning your runway on AI costs. Get the same output for a fraction of the spend.
Bring visibility and governance to distributed AI usage across hundreds of services and teams.
Integrate directly into CI/CD. Scan every PR automatically and block regressions before they ship.
Make data-driven decisions on AI provider selection, model choice, and optimization ROI.
Integrations
Drop erabot.ai into any AI stack — zero migration required.
Pricing
No hidden fees. Cancel anytime. Your savings pay for the plan.
Explore what erabot.ai can find
For individual developers serious about costs
For engineering teams optimizing at scale
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