Ethical AI demand discovery
Cairnflow
Find the conversations that point to demand.
Find public Reddit conversations where people are asking, comparing, switching, or struggling. Cairnflow ranks opportunities by intent and explains why each one matters.
Principles
Helpful by default, source-aware by design.
Reddit-first MVP
Explain every score
Human-in-the-loop replies
Official and compliant source access
Workflow
From product context to better opportunities.
- Describe the productStart from a website or plain-language description, then turn it into editable product context.
- Search public Reddit conversationsFocus on recommendation requests, alternatives, complaints, comparisons, and workflow questions.
- Score for intent and fitRank fewer, better opportunities and show the reasons behind each score.
- Act with human reviewSave, dismiss, learn from feedback, and draft replies without hands-off outreach.
MVP source
Reddit first because the intent is explicit.
Reddit has explicit recommendation, complaint, comparison, and problem intent in public threads. Future sources stay gated until official API access, economics, and policy controls are ready.
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.