Convert real customer inquiries into concise, evidence-backed answers that help buyers judge fit
8 min setupTested with:ChatGPTReviewed: 2026-08-28
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Turn the supplied customer inquiries into a trustworthy sales FAQ.
Anonymized questions, dates, channels, counts, context, prior answers, and unresolved cases:
[questions]
Product facts, price, inventory, shipping, returns, warranty, compatibility, safety, policies, owners, and freshness:
[answers]
Audience, channel, language, length, taxonomy, SEO, CTA, prohibited claims, escalation, and review cadence:
[publish]
Normalize semantically equivalent questions while preserving materially different conditions. Count unique inquiries only when deduplication rules permit, and do not label something frequently asked without a denominator or defined sample. Prioritize by decision impact, observed frequency, risk, and support burden. Write questions in customer language and answer directly in the first sentence, followed by necessary conditions, exclusions, steps, price or timing basis, and a proportionate next action. Use only approved sources; never invent policy, availability, compatibility, result, warranty, exception, quote, or popularity. If the answer is unknown or varies, state the controlling factor and route to the named owner instead of improvising. Avoid objection-manipulation and make “not a fit” answers clear. For every item provide source locator, owner, last-reviewed date, update trigger, and whether legal, safety, or policy review is required. End with gaps, conflicting prior answers, and questions unsuitable for public FAQ.
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From input to outcome
A worked example
See how concrete context turns this recipe into a usable result
Actual input
Customer inquiries
Past 30 days, 52 unique pre-sale conversations. 14 ask whether weekend bicycle tune-up includes replacement parts; 9 ask whether e-bikes are accepted; 8 ask if Sunday return is guaranteed; 6 ask about locations; 4 ask whether it is a full safety inspection; 3 ask for discounts; 2 include private medical details and ask for adapted bicycles. Conversations deduplicated by conversation ID. Prior agents inconsistently said parts were included in two chats and said 'always Sunday' in one.
Approved answer sources
Approved service record Aug 28 2026: CNY 188 includes Saturday pickup, brake/gear adjustment, tire-pressure check, chain cleaning/lubrication, Sunday return target. Parts excluded and installed only after customer approves price. Zone within 4 km of Jing'an Temple. Not for e-bikes, adapted bicycles, frame repair, wheel building, hydraulic bleeding, emergencies, or full safety inspection. Capacity 8/weekend. Return may move if damage or required parts are discovered; customer must be contacted. No promotion or discount policy approved. Service Owner maintains scope; Operations Owner maintains capacity; policy owner for discounts not assigned.
Publishing constraints
Public landing-page FAQ in Chinese with English example. Six items maximum. Plain, no 'most asked' claim, guarantee, urgency, or health advice. CTA may request a slot or contact support. Review monthly and whenever price, zone, scope, capacity, or terms change. Private medical details must not appear.
Example output
Does the CNY 188 tune-up include replacement parts?
No. The price covers Saturday pickup, brake and gear adjustment, tire-pressure check, chain cleaning and lubrication, and the Sunday return target. If a part is needed, you receive its price and choose whether to approve installation before it is fitted. Source: approved service scope, reviewed Aug 28 2026; owner: Service Owner.
Do you service e-bikes or adapted bicycles?
No. The current service is for standard city and road bicycles and does not accept e-bikes or adapted bicycles. Contact an appropriate specialist for work outside this scope. Do not include the private reasons customers gave.
Is Sunday return guaranteed?
No. Sunday is the target for bicycles collected Saturday, but discovered damage or required parts can change timing. The service must contact you before proceeding. Availability also depends on the eight-bicycle weekend capacity.
Where is pickup available?
Within 4 km of Jing'an Temple. Confirm the address when requesting a slot; do not imply service outside the approved zone.
Is this a full bicycle safety inspection?
No. It is a basic tune-up and does not include a full safety inspection, frame repair, wheel building, hydraulic-brake bleeding, or emergency work.
Do you offer discounts?
No discount policy or promotion is currently approved. Do not promise one. The responsible policy owner is not assigned, so keep this item under internal review rather than directing customers to an invented owner.
Maintenance: Service Owner reviews scope items; Operations Owner reviews capacity. Review monthly and upon any listed trigger. Correct the two prior parts answers and the “always Sunday” answer in internal guidance.
Why this works
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Customer-language clustering reduces duplication without erasing conditions that change the answer.
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Ownership and update triggers keep commercial answers from becoming stale policy.
Check the result
Are merged questions truly equivalent under the same conditions?
Does every answer start directly and map to a current approved source?
Are unknown, variable, private, and not-a-fit cases handled honestly?
ChatGPT