Match provider context
Use the same prompt wording, account state, model or platform label, language, location, browsing mode, date window, and collection method before interpreting differences.
AI answer visibility · supplied observation evidence
Compare brand mentions and citations across AI answer snapshots
Import matching prompt-and-answer exports from any provider or research workflow. OpenWebmaster compares exact brand wording, responses, citations, supplied sentiment labels, platform, language, and location locally—without estimating platform-wide visibility or share of voice.
SNAPSHOTS2 LOCALROWS10,000 EACHNETWORKNONE
AI
Ready for two real answer-observation exports.
No sample prompt, brand mention, citation, sentiment, visibility score, or manufactured AI answer appears before you supply evidence.
AI answer review workflow
Keep the prompt and collection contract stable
Review exact source evidence
Read the retained answers and citations in the complete exports. Literal mention counts do not measure prominence, accuracy, recommendation strength, or sentiment.
Separate observation from outcome
Pair answer changes with first-party referral and conversion evidence. A nearby citation or visit still does not establish that an answer caused business activity.
Compare AI referral trafficCompare rank observationsInspect llms.txt