DetectAI — Licensed Media Detection &
Policy-Grade Enforcement
Why Now?
Platforms strip metadata, AI blurs provenance, and single-signal tools miss edited or derivative media. Rights teams need a unified, trusted view of where assets appear, which sightings break policy, and evidence strong enough for takedowns and recovery.
What DetectAI Does
1. Ingest your reference catalog & license metadata.
2. Search across web, social, and ad networks for matches—including cropped, recolored, or re-encoded variants.
3. Fuse multiple authenticity signals (C2PA, visible/invisible/model watermarks, perceptual fingerprints, telemetry).
4. Score each sighting with a calibrated risk + policy-violation verdict (LLM-as-a-judge with guardrails).
5. Escalate edge cases to expert reviewers; track κ and overturns to keep calibration honest.
6. Deliver evidence bundles (hashes, manifests, logs, screenshots) and trigger takedowns, invoices, or case tickets via API/webhooks.
Built for “Policy Violation” Work
We’re policy-to-enforcement veterans. Our platform encodes your licensing terms, usage rights, and partner policies as machine-enforceable rules, then backs every decision with defensible artifacts and human-in-the-loop (HITL) confirmation when needed. Shared platform primitives—HITL Workbench, Evaluator, Policy & Taxonomy Builder, Data Provenance Ledger—come from our safety-grade heritage.
Why TrustLab?
Multi-signal > Single-signal
DetectAI reliably handles transformed media—crop, recolor, re-encode—by fusing C2PA, watermarks, fingerprints, and telemetry instead of relying on brittle hashes.
Evidence that Stands Up
We deliver chain-of-custody bundles with cryptographically verifiable elements and consistent formatting for claims, takedowns, and invoices.
HITL Where It Matters
Gray-zone detections route to expert reviewers with calibration targets (e.g., κ ≥ 0.75; overturn % monitored) so you can trust the calls.
Battle-tested LLM-as-a-Judge
We operationalize LLM evaluators as scalable, application-specific judges: binary criteria, low temperature, structured outputs, and “explain-why” rationales—aligned to human labels and refreshed over time. (Why this works and best practices.)
No-drama Integration
Modular APIs let you start C2PA-only, fingerprint-only, or full fusion; egress to Rightsline, Salesforce, DAM/CMS, SIEM and more.
Security by Default
PII redaction at ingest, hashed identifiers for provenance data, SOC 2/ISO alignment, SSO/SCIM, and on-prem options for sensitive catalogs.
Boost Your Licensing Revenue Drivers
Recall (top-K match):
≥ 90%
False Positive Rate:
≤ 5%
Mean Time to Detection:
≤ 6 hours from sighting → alert
Evidence Completeness
95% of cases include full provenance + logs
Reviewer Agreement
0.75 on gray cases
How DetectAI Works
Ingress
Reference catalogs + license DBs; live crawls; partner feeds (CDN/ad networks); EXIF/C2PA manifests; watermark/fingerprint extractors.
Decisioning
A prompt schema fuses signal features; scores are calibrated (e.g., Brier/ECE) and thresholded for high recall on known assets at low FPR. LLM-as-a-judge applies policy rubrics with JSON verdicts and rationales.
HITL
Risk-tiered queues, adjudication, κ tracking, and dispute workflows ensure consistency and reduce false actions.
Egress
Webhooks/API into rights systems, DAM/CMS, CRMs, and ticketing to automate takedowns, invoices, and case creation—plus exportable evidence PDFs/JSON.
Where DetectAI Shines
Stock Libraries &
Studios
Find and prioritize high-value unlicensed use; ship invoice + evidence.
Sports & Labels
Track derivative clips and remixes across social; escalate borderline “fair use” to experts.
Newsrooms
Verify authenticity and lineage pre-publication; flag synthetic or manipulated assets.
Independent Creators &
Agencies
Protect flagship campaigns; centralize violations and takedowns.
What You Get on Day 1
Quickstart run on a pilot catalog (connectors + first detections)
Policy mapping workshop to encode your license rules
Live dashboard with risk-ranked sightings and exportable evidence
API keys & integrations to your existing rights ops stack
Plan Options
Pilot
Multi-signal detection
Dashboard
Evidence export
Check Our Performance based on a Free Pilot
Pro
HITL workbench
Adjudication metrics
Advanced integrations
Enterprise
Custom Policies
Enhanced SLAs
Dedicated Support
Frequently Asked Questions
Tell Us Your Top There Assets to Protect
We'll run a targeted crawl, return risk-ranked sightings with evidence, and map the ROI from faster enforcement and recovered licensing value. Let's talk.
© Copyright 2025
Trust and Safety Laboratory Inc.
Palo Alto, CA
