Public knowledge graph

Everything WITNESS means, in one map.

Connect your world. WITNESS finds what matters. The public graph maps both sides of the product: the creator value loop that turns connected signals into opportunity and next moves, and the WITNESS Standard that keeps those moves answerable to evidence.

Start here

Creator Intelligence Loop

Connect → Understand → Discover → Act → Learn → Grow. The canonical positive product model.

What is WITNESS?

The canonical definition of WITNESS Standard and evidence-backed creator intelligence.

Creator Intelligence Guide

The long-form pillar guide connecting the WITNESS category, capabilities, and decision model.

The WITNESS Standard

The trust architecture that keeps evidence, inference, uncertainty, and Findings distinguishable.

Opportunity and next moves

Creator intelligence loop Decision intelligence Evidence-backed recommendations Outcome learning & persistent intelligence Opportunity / anomaly detection Audience quality Distribution vs demand

Core capabilities

Findings Watches Records Signal Integrity Creator baselines

Evidence and AI

Evidence-backed AI AI that shows its work Evidence vs explanation Competing explanations Uncertainty in AI Governed AI Provenance vs intelligence

Creator diagnostics

Performance diagnosis Algorithm-change analysis Data reconciliation Cross-platform intelligence Use cases 38% reach-drop investigation

Platform intelligence

Platform intelligence overview YouTube creator intelligence Instagram creator intelligence TikTok creator intelligence Integration architecture

Method and trust

Observe → Reconcile → Compare → Infer → Challenge → Explain → Watch Signal Integrity Epistemic invariants Creator control

Developers and agents

Developers For AI MCP evidence layer A2A evidence transport Architecture Public API discovery

Reference

FAQ Glossary About WITNESS Press Launch announcement WITNESS Standard in Markdown

Machine-readable map

The graph is mirrored through entity.json, knowledge.json, knowledge.jsonld, topics.json, answers.json, capabilities.json, site-index.json, glossary.json, facts.txt, and llms.txt.

The graph has one product direction: connect creator signals, understand material change, discover opportunity, support the next move, learn from the outcome, and keep the reason attached.