Author: AILesson6 min setupTested with:ChatGPTReviewed: 2026-08-28
Quick answer
Explain what an offer is, who it fits, what happens, and what remains limited using verified information. Provide: Verified offer facts, Customer and use context, Placement and rules. Expected result: A clear description with factual benefits, process, inclusions, exclusions, proof, CTA, and claim ledger.
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Add your context
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2
Your prompt
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Write a useful product or service description using only verified facts.
Features, process, materials, variants, availability, price, timing, requirements, exclusions, evidence, and approvals:
[offer]
Target and excluded customers, jobs, questions, alternatives, objections, reading level, and evidence:
[customer]
Channel, length, voice, sections, CTA, prohibited claims, disclosures, and freshness date:
[placement]
Distinguish capability, customer action, plausible benefit, measured outcome, and unknown. Explain in reader order: what the offer is, who it is for and not for, the situation it addresses, what is included, how purchase or delivery works, requirements, timing, price or how price is determined, limitations, evidence, and next step. Translate features into benefits only when the connection is logically supported, and label measured results with sample, conditions, and timeframe. Never invent quality, origin, material, certification, availability, compatibility, price, discount, scarcity, guarantee, customer quote, result, or popularity. Avoid empty superlatives and pressure. Provide short and full variants plus a claim ledger and missing-fact list.
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From input to outcome
A worked example
See how concrete context turns this recipe into a usable result
Actual input
Verified offer facts
Weekend bicycle tune-up pickup service in Jing'an District. CNY 188 includes Saturday pickup, brake and gear adjustment, tire-pressure check, chain cleaning and lubrication, and Sunday return. Replacement parts excluded and installed only after price approval. Service zone is within 4 km of Jing'an Temple. Eight bicycles maximum per weekend. Not for e-bikes, frame repair, wheel building, hydraulic brake bleeding, or same-day emergencies. Booking requires bicycle type, pickup address, and visible-damage check at collection. No measured speed or safety outcome. Operator has completed a named local basic-mechanic course, but certification claim is not legally defined.
Customer and use context
Apartment residents with standard city or road bicycles who want to avoid transporting a bicycle to a shop. Exclude riders needing the listed specialist work. Main questions: exact inclusion, timing, parts cost, damage handling, and whether it replaces a full safety inspection.
Placement and rules
Service landing page, 180-250 Chinese characters plus English example. Direct and local. CTA: request an available weekend slot. No 'professional certification,' safest, fastest, guaranteed, or limited-time pressure. Facts reviewed Aug 28 2026. Terms and insurance still under review and must be flagged.
Example output
Weekend bicycle tune-up pickup in Jing'an
For riders with standard city or road bicycles within 4 km of Jing'an Temple, this CNY 188 service includes Saturday pickup, brake and gear adjustment, tire-pressure check, chain cleaning and lubrication, and Sunday return.
Replacement parts are not included. If a part is needed, you receive the price and choose whether to approve installation first. At collection, we record the bicycle type and visible condition.
This basic tune-up does not include e-bikes, frame repair, wheel building, hydraulic-brake bleeding, same-day emergency work, or a full safety inspection. Service terms, damage handling, and insurance details are still under review and must be confirmed before paid booking. Capacity is up to eight bicycles per weekend.
Request an available weekend slot and confirm whether your bicycle and requested work fit the scope.
Claim ledger: price, service items, zone, timing, capacity, intake, and exclusions come directly from the supplied facts. Course completion is omitted because “professional certification” is not defined. No safety, speed, availability guarantee, or urgency claim is made.
Why this works
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Reader-order information answers fit and purchase questions before promotional detail.
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Capability-benefit separation prevents features from becoming guaranteed outcomes.
Check the result
Can each feature, price, timing, and proof statement be traced to verified facts?
Are fit, exclusions, requirements, and limitations easy to find?
Are benefits qualified where no measured outcome exists?
Use it with confidence
Frequently asked questions
Practical answers about when to use this recipe, what to provide, and where human review still matters
What should I prepare before using “Write a product or service description from facts”?
For “Write a product or service description from facts,” prepare Verified offer facts, Customer and use context, and Placement and rules. Replace placeholders only with information you can verify. If a detail is unknown, preserve that uncertainty explicitly instead of asking the model to infer it.
When is the “Write a product or service description from facts” result not ready to use?
The result is not ready if it does not yet deliver the stated outcome—A clear description with factual benefits, process, inclusions, exclusions, proof, CTA, and claim ledger—from the supplied evidence, or if it relies on unresolved assumptions, missing approvals, or invented details. Use the checks as release gates: revise the source inputs or assign a named, authorized reviewer instead of polishing an unsupported output.
Which AI tools have recorded tests for “Write a product or service description from facts”?
The published test record for “Write a product or service description from facts” lists ChatGPT as of 2026-08-28. This confirms recorded runs, not guaranteed compatibility or identical results in later product versions. For another tool or version, keep every constraint visible and repeat the result checks before use.
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