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.
Varsayılan eşikte dahili hold-out değerlendirmesi (Haziran 2026). Aşağıdaki metrikler göstergedir — hukuki garanti değildir. Bağımsız üçüncü taraf doğrulaması planlanmaktadır. Yayınlandı 2026-06-16 · dahili hold-out değerlendirmesi · üçüncü taraf doğrulaması bekleniyor
| Modality | n | Precision | Recall | F1 | FPR | FNR | Notes |
|---|---|---|---|---|---|---|---|
| Görsel | 248 | %86 | %81 | %83 | %14 | %19 | Yaygın diffusion'da güçlü; ağır JPEG'te zayıf |
| Metin | 312 | %91 | %76 | %83 | %9 | %24 | Uzun örnekler daha kararlı |
| Ses | 186 | %83 | %77 | %80 | %17 | %23 | Ses klonları; gürültülü telefon kalitesi düşürür |
| Video | 142 | %80 | %74 | %77 | %20 | %26 | Kare örnekleme; kısa klipler daha az güvenilir |
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.
