Fixture-backed scan
The public route uses the same deterministic scan and scoring helpers as campaign previews.
Free tool
Free Reddit Lead Finder
Paste a website or describe your product to shape a Reddit-first search plan. Cairnflow focuses on intent, fit, and explanations instead of noisy keyword dumps.
Preview
Fixture-backed results will appear here.
Submit a clear product description to see scored leads with reasons, evidence, source links, and a campaign handoff.
Preview contract
Scored Reddit opportunities with clear reasons.
The free tool preview is designed around 3 visible examples before deeper monitoring moves into a workspace.
Evidence-first cards
Each result includes score, reasons, evidence, source, and the next action.
Clear handoff
Good previews point toward creating a campaign or saving leads inside a workspace.
Scoring
Intent beats raw relevance.
Strong leads clear roughly 75+ because the post shows useful buying, research, comparison, or problem intent.
Explainable matches
Each preview card should say why it matched, not just that it matched.
Community-aware action
Suggested angles favor helpful public participation and reading community rules.
Campaign-ready context
Useful searches can later become monitored campaigns with feedback loops.
Safety posture
No auto-DMs. No auto-posting. No spam automation.
Cairnflow is designed for compliant public conversation discovery: official APIs where available, explainable scoring, source-aware guidance, and replies that stay under human review.