Free deterministic tools
Free AI visibility and citation evidence tools
Inspect page readiness, source evidence, and exact brand mentions before you act on an AI visibility claim. Each tool returns observable signals and states its limits. None fabricates provider responses or predicts a citation.
Citation Readiness Checker
Review observable copy, structured data, and editorial access signals.
Source Page Evidence Analyzer
Find exact brand, competitor, contact, and submission evidence on one page.
AI Answer Mention Checker
Compare exact brand and competitor mentions in an answer you observed.
Choose the check that matches the evidence
Start with the Citation Readiness Checker when you control the page and need to identify basic content, structured data, or editorial access gaps.
Use the Source Page Evidence Analyzer when a third-party page may influence an answer and you need exact brand, competitor, contact, or submission evidence.
Use the AI Answer Mention Checker when you already have an answer and want a deterministic record of which requested names appear in the pasted text.
Need the full recommendation gap?
A single-page tool answers one bounded question. A free visibility scan samples buyer questions, preserves the returned answers and sources, and prioritizes the gaps your team can act on.