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.
Internal hold-out evaluation at default threshold (June 2026). Metrics below are indicative — not legal guarantees. Independent third-party validation is planned. Published 2026-06-16 · internal hold-out evaluation · third-party validation pending
| Modality | n | Precision | Recall | F1 | FPR | FNR | Notes |
|---|---|---|---|---|---|---|---|
| Image | 248 | 86% | 81% | 83% | 14% | 19% | Strong on common diffusion; weak on heavy JPEG |
| Text | 312 | 91% | 76% | 83% | 9% | 24% | Longer samples more stable |
| Audio | 186 | 83% | 77% | 80% | 17% | 23% | Voice clones; noisy telephony degrades |
| Video | 142 | 80% | 74% | 77% | 20% | 26% | Frame sampling; short clips less reliable |
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.
