Product FAQ generation

Create product FAQs from verified facts.

Paste a product URL, import a catalog row, or use an enriched Central record. Central returns buyer questions, source-backed answers, confidence, review states, widget-ready FAQ output, and schema-ready answer content.

Add product widget Generate product FAQs ↓

Confidence on every fact · unsupported claims stay hidden · product answers from verified records

Air purifier · FAQ candidate review8 answers · 2 held

Room coverage answerverified

Filter replacement answerready

Allergy-safe wordingneeds review

Noise-level fieldmissing

Widget FAQ previewready

source + confidence visible→ review output

why it matters

FAQs should answer real product questions, not invent reassurance

Buyers ask about fit, compatibility, dimensions, care, contents, allergens, warranty, installation, and limitations. A generic FAQ can answer with confidence and still be wrong.

Central builds FAQ candidates from the verified product record. If a fact is missing, conflicting, or unsupported, the answer stays in review or explains the limitation instead of making a claim the record cannot prove.

Central mechanism

Verified facts become reusable outputs.

Confidence on every fact
unsupported claims stay hidden
product answers from verified records

input / output

What you enter and what Central returns

User entersinput

Input

Product URL, catalog row, support question, review theme, or enriched Central record.

Input

Product facts such as dimensions, compatibility, care, contents, materials, warnings, and variant details.

Input

Product-page or widget target.

Central returnsverified workflow

Output

FAQ questions tied to verified fields and buyer intent.

Output

Answer drafts with source/confidence state and review notes.

Output

FAQ block, product-widget answer preview, and schema-ready answer copy where supported.

operational map

FAQ work Central should make safer

FAQ risk

Central action

Output

Answer implies compatibility that is not proven.

Checks source support and variant context.

Answer held or rewritten around verified compatibility.

Answer repeats a supplier claim.

Compares sources and merchant values.

Source-backed answer or Needs source state.

FAQ misses buyer limitations.

Uses Smart Negatives and verified limitations.

Clear answer about what the product does not include or fit.

Same question appears across many products.

Generates from the canonical record.

Repeatable FAQ workflow with per-product evidence.

workflow

FAQ generation workflow

Start with a product URL

catalog row, support question, review theme, or enriched record.

Central identifies answerable topics from verified attributes

known buyer concerns.

It drafts questions

answers from the product record.

Unsupported claims

conflicts, and missing facts move into review.

The team approves answers or leaves them hidden

The team approves answers or leaves them hidden.

FAQ output can feed product pages

the Product Widget, schema, and AI-readable data where supported.

proof artifact

Proof artifact: product record to FAQ preview

Before Central

Product page has no answer for "Will it fit under a counter?" Support keeps answering "What is included?" Claim says "safe for every surface."

Source/confidence/review

Dimensions verified from two sources; installation clearance missing. Included items verified from manufacturer page. No source supports universal safety.

After Central

FAQ answer gives verified height and marks clearance as Needs source. Widget-ready FAQ answer with source trail. Claim hidden; FAQ suggests checking surface-specific guidance.

outputs

Outputs for product answers

Product FAQ block for the page

Product FAQ block for the page.

Product Widget answer preview

Product Widget answer preview.

Schema-ready FAQ answer copy where supported

Schema-ready FAQ answer copy where supported.

Smart Negatives for limitations, exclusions, and unsupported claims

Smart Negatives for limitations, exclusions, and unsupported claims.

Review queue for answers that need a source or merchant decision

Review queue for answers that need a source or merchant decision.

Source/confidence context for each answer

Source/confidence context for each answer.