Auditable evidence
Never defend a number without its answer
Open the original saved answer, prompt, model and repetition behind a recommendation. Sources appear only when supplied.
Read-only saved evidencePrompt 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
The problem
Start with the question your team needs to answer — not a dashboard full of ungrounded claims.
A chart cannot explain a recommendation
A source may not be returned
A truncated answer is not complete evidence
How it works
01
Select a product and observation
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
Open summary, answer and sources
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 03
Connect the finding to an action
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 · Auditable evidence
Original text, preserved
Stored answer text is not rewritten when metrics rules change.
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
02 · Auditable evidence
Context before conclusions
Read the prompt, provider and repetition together; compare only compatible samples.
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 · Auditable evidence
Absence is visible too
Missing sources or incomplete responses remain explicit instead of becoming fabricated references.
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.
- Valid and incomplete observations
- Matched entities and returned source links
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
Are answers rewritten?
No. Saved observations and matches remain preserved.
Will every answer have sources?
No. The interface discloses when the provider did not supply them.
Can evidence change my catalog?
Not automatically. You review actions before making a change.
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