Direct answers
WITNESS FAQ.
Concise answers to the questions search engines, creators, AI systems, journalists, and launch directories are most likely to ask.
What is WITNESS Standard?
WITNESS Standard is evidence-backed creator intelligence that investigates authorized creator signals, compares material change with context and baselines, tests competing explanations, preserves uncertainty, keeps evidence attached to findings, and watches for material change.
Is WITNESS an analytics dashboard?
No. Analytics can report measurements and changes. WITNESS investigates what explains those changes, tests competing explanations, and preserves what the available evidence actually supports.
How is WITNESS different from provenance or identity verification?
Provenance and identity systems can help establish where an input came from or who produced it. WITNESS addresses the downstream question: what does the available evidence support after those inputs are established?
What is a WITNESS Finding?
A Finding is an evidence-backed conclusion whose supporting observations, source evidence, competing explanations, confidence, uncertainty, limitations, and change conditions remain inspectable.
What is a WITNESS Watch?
A Watch persists an important question or Finding so new evidence can be evaluated against prior context and material changes can strengthen, weaken, or reopen the conclusion.
What is a WITNESS Record?
A Record is a governed knowledge artifact that preserves creator or work knowledge with provenance, evidence, methods, uncertainty, and explicit public/private commitment boundaries.
What is Signal Integrity?
Signal Integrity evaluates how much evidence deserves trust before downstream AI reasoning relies on it. Evidence quality can constrain the strength of the resulting conclusion.
Does WITNESS sell creator data?
WITNESS is designed around the creator as the protected principal. Connected evidence remains bound to the creator's account and workspace, and public Records require explicit commitment.
Can WITNESS work with other AI systems?
Yes. WITNESS is designed as an evidence and intelligence layer beneath its own interface and exposes machine-facing discovery and transport surfaces for compatible AI clients, including MCP and A2A.
Creator intelligence · Findings · Watches · Records · Signal Integrity