Scores content for human oversight quality — not AI authorship. 10 signals including 3 novel detectors nobody else built.
“Slop was the 2025 Word of the Year.”
Generation is cheap, but evaluation remains expensive. As synthetic content floods digital spaces, human attention is consumed filtering out low-effort text. The PR descriptions get vaguer. The docs get more circular. The reviews get less trustworthy. One day you realise you don’t trust any of it, and you can’t point to when it changed. That’s what slop does. Not destruction. Erosion.
Input text from any source — PRs, docs, articles, reviews.
Deep-ensemble evaluates structural, semantic, and epistemic quality.
0–100 quality index with full signal breakdown.
Mixed QualityDetecting automated boilerplate and missing rationale in PRs.
Filtering out hallucinated procedures and circular logic.
Identifying mass-generated cover letters and generic responses.
Scoring internal updates for clarity over verbosity.
Flagging zero-value informational rehashes.
Detecting structural mimicry in peer reviews and abstracts.
Weeding out synthetic reviews and automated product descriptions.
Identifying engagement-bait narratives and synthetic outrage.
Three novel detection signals that nobody else has thought of. They’re technically sophisticated, hard to fake, and catch patterns invisible to traditional detectors.
Detects systematic avoidance of taking positions — hedge clustering, false balance, opinion laundering. AI hedges everything; humans commit.
Weight: 1.5Detects missing alternatives, failure modes, and tradeoffs. AI generates the happy path; humans think about what breaks.
Weight: 1.8Analyzes the SHAPE of vocabulary introduction over time. Human: declining curve with spikes. AI: flat uniform line.
Weight: 1.6Evaluated across 453 multi-source samples. Hand-labeled seed, real GitHub PRs from 15 repos, arXiv, Reddit, and live ingestion data. Domain-calibrated thresholds.
Paste any text and see exactly which signals fire. Catch what people can’t — or won’t — catch on their own.
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