Public conversation, with evidence
What the brand says.
What public conversation reveals.
Collect public results across eight social sources, identify the gap with official messaging and turn every supported pattern into a reviewable decision.
RedditYouTubeTikTokInstagramFacebookLinkedInThreadsX / Twitter
Live research contract
From subject to stored report
Evidence before prose.
Confirm the brand
Resolve the public website, aliases and official profiles before collection.
Collect public evidence
Run only the social sources you enable, preserving each source outcome.
Validate every claim
Keep exact evidence spans and withhold unsupported AI observations.
Store the report
Save the full run snapshot in Convex for later review and comparison.
Coverage is source-specific. Partial collection remains visible, missing metrics stay unavailable and every factual report claim points back to stored evidence.