Zero-Slop Writing Checker

Detect and fix AI slop in generated text — empty phrases, template tone, hedging

Problem

The poster built Zero Slop, an open-source tool that 'finds and fixes AI slop in writing,' pointing to how AI-generated text has become hard for readers and editors to tolerate. In another thread, a senior engineer complains AI-generated code is 'exhausting to read' and misses craftsmanship. This aversion to AI slop applies not just to code but to docs, marketing copy, and blogs.

Solution

A writing checker: paste or upload text, automatically highlight AI-ish patterns (empty connectors, template sentences, excessive hedging, repetitive structure), suggest concrete edits, and offer one-click rewrite into more specific, natural prose. Available as a web tool or editor plugin.

Users

Technical writers, bloggers, marketing copywriters, editors, knowledge workers sensitive to AI slop

MVP

Web UI to paste text and highlight AI-ish spans; give specific edit suggestions; one-click rewrite selected paragraph; export cleaned version; browser extension

Revenue

Free basic detection + paid subscription (unlimited rewrites, batch processing, team style rules, API)

Why now

AI-generated content keeps rising, and readers and platforms are increasingly sensitive to 'AI flavor.' Big cloud vendors won't focus on this niche counter-trend. Rules plus a small model are enough to ship a useful product.