Detect. Humanize. Ship.
Real-time neural text analysis and GPU-powered rewriting, together in one focused workspace.
DeBERTa-v3 detectionQwen rewritingPrivate GPU infrastructure
Content inspection buffer
Classification verdict
IDLEAwaiting input
Analyze a passage to view its model pattern scores.
Scores are uncalibrated indicators, not proof of AI or human authorship. Mixed or edited text can be misclassified.
AI-pattern score · uncalibrated0.0%
Human-pattern score · uncalibrated0.0%
Latency—
Tokens / windows—
Accelerator—
Rewrite Studio
Compare the original against an editable AI-assisted revision.
Processing one section at a time. Job status can reconnect after a refresh while the API stays running.
Source preserved
Up to 100,000 characters, processed section by section. Check important names, facts and references.
Storage & caching telemetry
Live API countersRedis cached analyses—
Qdrant vector points—
These are server telemetry totals, not document quality scores.
Document windows
Passage-level model signalsAfter GPU analysis, the highest-scoring context windows appear here. Scores are uncalibrated and require interpretation.
Run an analysis to inspect passage-level scores.