Questions answered directlyWhat else should you know?
These answers preserve the product boundaries and focus on the decision this page is designed to support.
Are the conversations on this page real customer posts?+
No. They are fictional teaching scenarios designed to explain qualification. They do not represent customers, endorsements, observed demand, or product outcomes.
Why not show only keyword matches?+
Keywords can indicate topic relevance but do not prove current need or offer fit. The product needs grounded buyer-owned context before a conversation becomes a visible opportunity.
Does a recommendation request always qualify?+
No. The request still needs direct fit with the saved offer, enough context, current source availability, acceptable response risk, and no hard exclusion such as seller-owned promotion.
Can a competitor complaint become an opportunity?+
It can when the person describes an unmet need that the saved offer genuinely addresses. A competitor name or negative sentiment without a current buyer-owned requirement is not enough.
What makes an opportunity Review first instead of Strong match?+
Review first is used when the need is relevant but uncertainty, context, source quality, or response risk deserves human inspection before a reply is prepared or posted.
Do illustrative scores predict conversion?+
No. Any visual score or label explains the internal review decision. It is not a forecast of response, qualification, sale, revenue, or return on investment.
Can a prepared reply include a product link?+
The customer decides whether a link is useful and appropriate for the platform and conversation. Every prepared reply should be reviewed and edited before manual posting.
What if the source conversation changes or disappears?+
Freshness and source availability are qualification inputs. The customer should reopen the original context before posting and skip the response when the discussion is no longer available or relevant.
Can an opportunity be relevant without being commercially appropriate?+
Yes. The topic may fit while timing, community norms, privacy, tone, or relationship context makes a response unhelpful. Human review remains the final decision.
How should I use these examples during evaluation?+
Use them to inspect the qualification standard, then compare it with the evidence shown in your own free queue. Do not treat a fictional scenario as proof that your market will produce the same pattern.