AITrace Sentinel

Score and de-noise AI-generated docs and diffs inside your team

Problem

Someone dumps a long AI-generated design doc into the team chat and tells everyone to follow it, but it is bloated and has no real focus, so readers end up going back to the code. AI-flavored over-split files and verbose comments also pile up in the codebase and make maintenance worse.

Solution

Upload Markdown or a PR diff and get an AI-vagueness / redundancy / information-density score, with empty paragraphs and deletable comments highlighted. It produces a concise rewrite you can paste back into chat plus concrete cleanup suggestions, and can batch-check PRs.

Users

Small engineering teams and tech leads who co-work with AI

MVP

Paste/upload Markdown and diffs; AI-trace score with highlights; one-click condensed version; exportable report; CLI for PR checks

Revenue

Per-seat team subscription, individual one-time license; on-prem enterprise tier

Why now

AI-generated text is flooding team docs and code, but nobody owns the cost of reading it; pure text analysis needs no model training and a solo dev can ship it in weeks