Use Cases

ChainOfFact is used wherever AI or automated systems must later be examined under scrutiny.

Legal Discovery

Litigation involving AI-assisted decisions, disputes over what an AI system produced, and challenges to log integrity. ChainOfFact preserves evidence for legal proceedings. It does not provide legal advice, legal opinions, or expert testimony.

Regulatory Audits

Preservation and verification of evidence for audits conducted by regulators. ChainOfFact does not conduct audits, certify compliance, or determine regulatory sufficiency.

Post-Incident Review

AI-related failures or harm, unexpected system behavior, and internal investigations.

Forensic Reconstruction

Reconstruction of historical AI behavior, long-running disputes, and multi-party verification.

HR & Workplace AI

AI-assisted hiring, evaluation, or termination decisions and employment disputes involving automation.

What All Use Cases Share

Across all scenarios, ChainOfFact provides:

  • Append-only recording
  • Cryptographic verification
  • Explicit uncertainty
  • Long-term evidentiary durability

Across all scenarios, ChainOfFact refuses to:

  • Interpret outcomes
  • Assign intent
  • Replace institutional judgment

ChainOfFact is not a product that tells you what happened.

It is infrastructure that ensures whatever happened can still be proven later — even when incentives, narratives, and memories have changed.

That is its only promise.

Direct Answer

ChainOfFact is used for legal discovery, regulatory audits, post-incident investigations, forensic reconstruction, and HR AI decision auditing — wherever tamper-evident records are required.

Legal and Regulatory Use

ChainOfFact provides an independent, cryptographically verifiable record that neither the operator nor any party in a dispute can retroactively alter, making it suitable for legal and regulatory proceedings.

Forensic and Investigative Use

Post-incident teams can retrieve the exact sequence of execution facts, verify chain continuity, and export a signed evidence bundle for independent review by auditors, investigators, or legal counsel.

Scope Boundaries

ChainOfFact records facts. It does not recommend action, assign fault, certify compliance, or replace expert analysis. Interpretation remains with qualified human reviewers.