Symbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Runs locally. 96.2% fewer tokens per lookup than grep-and-read on our 15-lookup benchmark. Works with Claude Code, Cursor, Codex and any MCP client.

Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3,662 sessions.

Agency capacity math, benchmarks, client context templates and an AI approval checklist.

Actwise Ideation helps founders benchmark startup and product ideas before they build.