Product technical file & known limitations
Review the product technical file, benchmark posture and known limitations behind the detection stack.
Detection pipeline
- Input ingestion (file, URL, text; optional SHA-256 hash)
- Modality preprocessing & detector ensemble
- C2PA / watermark / registry cross-check (Verify Suite)
- Signed PDF + certificate key + JSON-LD compliance label
Known limitations
- Probabilistic scores — false positives and false negatives occur
- Not legal proof, government approval, or court-expert certification
- Novel generators, compression, and adversarial edits reduce accuracy
- Annex III high-risk sole automated decisions prohibited (see AUP)
Accuracy & benchmark transparency
Benchmark data should be read together with failure modes, validation scope and operational review controls.
Évaluation interne hold-out au seuil par défaut (juin 2026). Les métriques ci-dessous sont indicatives — pas des garanties juridiques. Une validation indépendante par un tiers est prévue. Publié 2026-06-16 · évaluation interne hold-out · validation indépendante par un tiers en attente
| Modality | n | Precision | Recall | F1 | FPR | FNR | Notes |
|---|---|---|---|---|---|---|---|
| Image | 248 | 86 % | 81 % | 83 % | 14 % | 19 % | Efficace sur diffusion courante ; faible sur JPEG lourd |
| Texte | 312 | 91 % | 76 % | 83 % | 9 % | 24 % | Échantillons plus longs plus stables |
| Audio | 186 | 83 % | 77 % | 80 % | 17 % | 23 % | Clones vocaux ; téléphonie bruyante dégrade les résultats |
| Vidéo | 142 | 80 % | 74 % | 77 % | 20 % | 26 % | Échantillonnage d'images ; clips courts moins fiables |
Download machine-readable benchmark JSON · Full methodology
SDK availability
Current public lifecycle for SDK and integration surfaces.
| Surface | Lifecycle | Notes |
|---|---|---|
| Python SDK | Published | Published on PyPI v0.1.0. Install: pip install trustoriginality. |
| JavaScript SDK | Published | Published on npm v0.1.0. Install: npm install @trustoriginalityai/sdk. |
| WordPress plugin | Ready · Store submission pending | Plugin package and publish-gate workflow are ready; public store submission is pending. |
| Drupal module | MVP available | Module is available as an MVP for current Drupal workflows. |
| Shopify app | Beta | OAuth-based product workflow remains in beta. |
Regulatory document downloads
TrustOriginality.ai supports compliance operations and transparency evidence; it does not replace legal advice or required human judgment.
