Sales performance
Read visibility alongside the sales data you own
Import manual sales aggregates and compare them with saved visibility. Keep association separate from causality.
Manual data · no inferred conversionAurora 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.
The problem
Start with the question your team needs to answer — not a dashboard full of ungrounded claims.
Visibility is treated as revenue
The sales source is missing
Periods are compared without alignment
How it works

01
Import your sales CSV
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
Check products, dates and aggregates
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.
Illustrative data · Aurora, TechPrime, Northwind 03
Read alongside saved visibility
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 · Sales performance
Bring your own measurement
Only imported values become sales evidence. No recommendation count creates a transaction.
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.
02 · Sales performance
Keep periods comparable
Review available dates and data sufficiency before interpreting a trend.
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 · Sales performance
Export for your own analysis
CSV exports preserve the distinction between observed visibility and user-supplied sales.
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.
What you measure
Measurements come from saved catalog, audit, answer or manually imported rows. No visibility-to-revenue inference.
- Imported sales aggregates by product and date
- Observed visibility in compatible periods
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
Requires a configured provider
Product visibility
Measure recommendations for a specific electronics model, not just a brand name. Keep the valid-answer denominator beside every count.
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
Saved answers required
Competitors & stores
Read competing products and store suggestions in the same evidence trail. Keep a product, a brand and a seller distinct.
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%
Read-only saved evidence
Auditable evidence
Open the original saved answer, prompt, model and repetition behind a recommendation. Sources appear only when supplied.
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
FAQ
Straight answers
Does Gengine track purchases automatically?
No. This workflow uses manually supplied aggregates.
Can I claim attribution?
No. Side-by-side values do not establish attribution.
Can I export data?
CSV exports are available in the platform.
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