Listing audit
Your listing needs to be readable before it can be recommended
Audit captured product content with versioned GEO and sales-readiness rules. Find the missing evidence without guessing a score.
Score hidden below 70% coverageSales readiness
- P1Publish a structured spec tableSeller
- P1Add battery hours to the titleSeller
- P2Add product structured dataSite
The problem
Start with the question your team needs to answer — not a dashboard full of ungrounded claims.
Attributes are buried in paragraphs
Captured content may be incomplete
A readiness score gets confused with visibility
How it works
01
Capture or upload listing content
AnalysedAurora Pro 14
Notebooks · 3 stores
Recommended in
9 / 15
Avg. position
2.3
Store suggested
Mercado Livre
in 6 of 9 answers
Spec accuracy
4 / 5
battery stated wrong
Illustrative data · Aurora, TechPrime, Northwind 02
Review extraction and missing fields
68Sales readiness
- P1Publish a structured spec tableSeller
- P1Add battery hours to the titleSeller
- P2Add product structured dataSite
Illustrative data · Aurora, TechPrime, Northwind 03
Read rules, coverage and priority
SummaryAnswersSourcesPrompt 2 · repetition 3 · model API · saved answer
“For students who want long battery life, the TechPrime X5 is a strong choice. The Aurora Pro 14 is lighter but…”
- • techprime.example/x5
- • No source provided by this model API
Illustrative data · Aurora, TechPrime, Northwind
01 · Listing audit
Content with an origin
Capture via configured Firecrawl or supply HTML, text or CSV. Source and capture time stay recorded.
Sales readiness
- P1Publish a structured spec tableSeller
- P1Add battery hours to the titleSeller
- P2Add product structured dataSite
02 · Listing audit
A score with evidence coverage
Unknown is not failure. Scores are suppressed below 70% coverage.
Attribute accuracy
03 · Listing audit
Re-audit without a new fetch
Re-audit applies current rules to saved snapshots; it does not fetch the page again.
Aurora Pro 14
Import & connection review
What you measure
Measurements come from saved catalog, audit, answer or manually imported rows. No visibility-to-revenue inference.
- GEO and sales-readiness scores when coverage allows
- Passed, failed and unknown rules; capture date
Transparent methodology
An observation, not a promise
Configured model APIs. Saved original answers. Incomplete responses excluded. Unknown is never treated as failure.
Prompt
Buyer-style, in Portuguese
Provider
Model + version recorded
Repetition
Same prompt, repeated
1 observation
Saved verbatim, never rewritten
Continue the workflow
Review before changing content
Action plan
Prioritize listing corrections, assign owners and track status. Keep the source finding close to each action.
Aurora Pro 14
Prioritized action plan
Clarify the exact model and variant
Pending · saved listing evidence
Add a structured specification table
Pending · saved listing evidence
Review product structured data
Pending · saved listing evidence
CSV available · APIs require setup
Automations & marketplaces
Import CSV, inspect partial results and re-audit stored content. Partner API connections remain setup-required until verified.
Aurora Pro 14
Import & connection review
Manual data · no inferred conversion
Sales performance
Import manual sales aggregates and compare them with saved visibility. Keep association separate from causality.
Aurora Pro 14
Your imported sales, beside visibility
Observed recommendation
9 / 15
Sales source
CSV · Aurora
Read side by side. Visibility does not establish conversion or causality.
FAQ
Straight answers
Does readiness prove AI recommends me?
No. Listing readiness and observed recommendations are different measurements.
Does re-audit capture the current website?
No. It uses stored content and displays its capture date.
Can every URL be read?
No. Capture depends on service setup and website access; HTML, text and CSV remain alternatives.
Does this reproduce the consumer chat app?
No. Diagnostics use configured model APIs and recorded prompts in Brazilian Portuguese. Results can differ from consumer apps.
Your next decision starts with evidence
Confirm your product, review the diagnostic and keep every answer.
Run a free diagnostic