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Sales & Marketing

Community Opportunity Finder

Finds relevant discussions in online groups and drafts helpful replies for a human to post.

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TRIGGER Scan groups scheduled DATA STEP Collect threads new posts AI STEP Score opportunity fit and timing AI STEP Draft helpful reply no hard sell HUMAN CHECKPOINT Approve before posting RESULT Post & log tracked TRIGGER Scan groups scheduled DATA STEP Collect threads new posts AI STEP Score opportunity fit and timing AI STEP Draft helpful reply no hard sell HUMAN CHECKPOINT Approve before posting RESULT Post & log tracked
TriggerData stepAI stepHuman checkpointResult

Aggregated main logic. Real projects add error handling, retries and logging around every step.

The problem

Valuable conversations happen in groups you cannot monitor all day.

  1. Groups are scanned on a schedule.
  2. Threads are scored for relevance.
  3. Replies focus on being useful first.
  4. Approved replies are logged so you see results.

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