Detecting AI and Deepfake threats – AI Data Provenance.

Authenticate every prompt, file and call with a reliable provenance layer. Let Polygraf AI expose deepfake content fraud, trace original sources and shut down deepfake fraud before it costs you.

Deployed across Sensitive sectors — solving real problems under real constraints today.

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Award-Winning AI Security Innovation.

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What is Polygraf’s Data Provenance?

Polygraf AI Data Provenance verifies origin, ownership and copyright compliance by fingerprinting AI outputs, mapping knowledge-graph sources and logging every human or machine edit. With Advanced Content Intelligence & Authentication, compliance audits and risk management become easier for Red teams and fraud detectors.

Polygraf Data Provenance Modules.

Why Cyber-aware Teams Choose Polygraf Data Provenance.

Why Our Data Provenance Tools Stand Out?

Better Content Security.

We help you control what content enters your organization, preventing AI-generated material from being presented or digested as original human work.

Easier Compliance.

We flag unoriginal or copyrighted content that could breach IP laws or compliance & regulatory standards.

Faster Content Validation.

No more guesswork about content sources - our protocols analyze and identify origins automatically so your team knows what they're working with.

Works at Scale.

Whether analyzing a single document, folder or filesystems, our detection works consistently across your entire database.

Data Provenance for High-Stakes Use Cases.

Challenges
  • Rising deepfake fraud in loan and insurance claim documents
  • AI-assisted plagiarism & copyright risk
  • Regulatory compliance (EU AI Act Art. 52)
  • Audit-ready data lineage
Polygraf Benefits
  • Polygraf AI & Deepfake Detector is multimodal, blocks synthetic text and voice in calls, documents and analytics workflows.
  • Copyright Detector surfaces infringing passages in IP documents.
  • Traceable and explainable logs map & highlight model, source and human edits.
  • One-click download in JSON, CSV or PDF for regulatory audits and compliance checks

Data Provenance and Deepfake Fraud Detection FAQs.

What is data provenance with AI?

Data Provenance is the documented origin, ownership and full history of any dataset, including every transformation by human edits or algorithmic edits such as AI humanizer edits.

Why do companies need LLM provenance tracking?

With real-time data provenance, companies eliminate potential compliance, AI hallucination and data integrity challenges.

How does Polygraf detect AI-generated content?

Polygraf AI has a proprietary SLM ensemble that fingerprints linguistic patterns & model artifacts, and then matches them against ChatGPT, Gemini, Claude and open-source AI fingerprints.

How is data provenance different from data lineage?

Lineage shows the route data takes, while provenance adds who made each change, why, and under which rule set each change happened.

Is Polygraf exportable to open formats?

Yes, with enterprise and government tiers you can download JSON, CSV or PDF files for third-party dashboards, regulator audits, or other reports.

Can I see a real data provenance example?

Yes, you can try out our data provenance features via our consumer AI detection solution.

Does Polygraf help with HIPAA and PHI?

Absolutely. PHI entities are tagged, logged, and redacted inline; every access is recorded for HIPAA §164.312 compliance. We never have access to your privileged data.

More questions about AI & Data Provenance?

Let's talk about how Polygraf can give you full visibility into synthetic or AI-generated content.

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