Product visibility
Is your product part of the answer?
Measure recommendations for a specific electronics model, not just a brand name. Keep the valid-answer denominator beside every count.
Requires a configured providerAurora 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
The problem
Start with the question your team needs to answer — not a dashboard full of ungrounded claims.
Brand mentions hide missing products
Model names and variants get confused
A percentage without a denominator misleads
How it works
01
Confirm model, variant and competitors
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 prompts, providers and repetitions
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 03
Read valid answers and open their evidence
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 · Product visibility
One product, one identity
GTIN or brand, model and variant distinguish products. A store listing is kept separate.
Aurora 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
02 · Product visibility
A denominator you can explain
Recommendations and mentions are distinct. Incomplete responses are identified and excluded from complete-answer metrics.
Prompt 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
03 · Product visibility
Understand who appears with you
Inspect competing products and the seller suggested in the same saved answers.
Recommended instead
- 1TechPrime X511/15
- 2Aurora Pro 149/15
- 3Northwind Air6/15
- 4TechPrime Lite3/15
Where AI says to buy
- Mercado Livre34%
- Amazon27%
- Official store18%
- Magalu13%
- Kabum8%
What you measure
Measurements come from saved catalog, audit, answer or manually imported rows. No visibility-to-revenue inference.
- Recommended answers / valid answers
- Mentions, average position and suggested store
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
Can I see zero mentions?
Yes, when valid saved answers contain no match. No saved answers means insufficient evidence, not zero performance.
Do variants get merged?
Not by title. Confirm the model and variant before saving.
Does this predict sales?
No. Recommendation visibility is not conversion or sales.
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