How to Detect Buyer Intent on Reddit

Start with the title and body, then inspect edits, comments, author clarification, thread age, and community context. A promising headline can become research-only when the decision is complete or the author rejects vendor input.

Quote the exact language supporting each classification. Reviewers should be able to distinguish what the buyer said from what the model or seller inferred.

Problem-aware posts describe a painful state. Solution-seeking posts ask how to solve it. Evaluation posts compare criteria and options. Switching posts add dissatisfaction and a reason to leave the current approach.

Stage should control the next action. Early pain can support customer research, while a current replacement request may deserve fast qualification.

Use the role, team, workflow, product environment, scale, and constraints the author publicly provides. Mark missing context as unknown instead of assuming budget, authority, company size, or purchase power.

A strong problem with weak product fit is not a sales lead. It may still reveal positioning, product, or content insight.

Look for renewals, launches, deadlines, hiring, budget reviews, failed implementations, rising costs, active shortlists, and operational consequences. Freshness supports timing but does not prove urgency by itself.

Record whether timing is explicit, inferred, or absent. This prevents current threads from automatically outranking older but more specific evaluation evidence.

Review subreddit rules, author requests, sensitive context, account history, disclosure, claim risk, and whether the response can answer the question without a pitch. Commercial relevance never overrides the social context.

Choose public help, invited private follow-up, research, CRM handoff, or no action. A mature system treats skipping as a successful decision when outreach would be inappropriate.

A signal taxonomy is only a hypothesis until outcomes are known. Compare scores with useful replies, meetings, revenue, research value, false positives, and unsafe response decisions.

Review disagreements between reviewers and the model. Update definitions and examples when one signal behaves differently across markets, communities, or product categories.

Buyer intent is not a keyword. It is a supported interpretation of the problem, solution motion, timing, fit, and context visible across the complete thread.

Start with the title and body, then inspect edits, comments, author clarification, thread age, and community context. A promising headline can become research-only when the decision is complete or the author rejects vendor input.

Problem-aware posts describe a painful state. Solution-seeking posts ask how to solve it. Evaluation posts compare criteria and options. Switching posts add dissatisfaction and a reason to leave the current approach.

Use the role, team, workflow, product environment, scale, and constraints the author publicly provides. Mark missing context as unknown instead of assuming budget, authority, company size, or purchase power.

Choose one narrow signal lane, define the evidence required for action, assign an owner, and review real outcomes before expanding coverage.