Competitors & stores
Who wins the recommendation — and the buyer?
Read competing products and store suggestions in the same evidence trail. Keep a product, a brand and a seller distinct.
Saved answers requiredRecommended 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%
The problem
Start with the question your team needs to answer — not a dashboard full of ungrounded claims.
You know the brand, but not the winning model
The buyer may be sent to another store
Rankings lose meaning without their sample
How it works
01
Register direct 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
Compare saved valid 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%
Illustrative data · Aurora, TechPrime, Northwind 03
Open the answer behind each ranking
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 · Competitors & stores
Compare products, not loose names
Name variations improve entity matching without silently merging variants or sellers.
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%
02 · Competitors & stores
The store is another signal
Amazon, Mercado Livre, Magalu, Kabum and an official store can appear as suggestions; a mention is not a verified purchase.
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
03 · Competitors & stores
Explain every difference
Open original answers and available source links before deciding how to act.
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
What you measure
Measurements come from saved catalog, audit, answer or manually imported rows. No visibility-to-revenue inference.
- Recommendation counts per competitor
- Store mentions and share with explicit denominator
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
Is store share market share?
No. It describes store mentions in your saved observations, not transactions.
Can I add competitors manually?
Yes. Confirm their identity and variant in the catalog.
Are retailers connected automatically?
No. A store cited in an answer is not an integration.
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