Gengine platform
Product recommendations, with the full story
Observe who AI recommends, compare competitors and stores, then improve your listing with saved evidence. Built for electronics in Brazil.
Product
Aurora Pro 14 · 16 GB / 512 GB
Recommended
9 / 15
valid answers
Mentioned
12 / 15
Avg. position
2.3
Store suggested
Mercado Livre
Observe. Understand. Improve.
A product-level workflow, from the original answer to a reviewed action. Every complementary solution tells you what still needs setup or data.
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
Confirmed catalog evidence required
Attributes & accuracy
Compare attributes identified in saved answers with the catalog evidence you confirmed. Separate wrong, missing and unknown information.
Attribute accuracy
Score hidden below 70% coverage
Listing audit
Audit captured product content with versioned GEO and sales-readiness rules. Find the missing evidence without guessing a score.
Sales readiness
- P1Publish a structured spec tableSeller
- P1Add battery hours to the titleSeller
- P2Add product structured dataSite
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.
Requires sufficient data and backtest
Predictive intelligence
The workspace engine checks data sufficiency and a chronological backtest before exposing forecasts. An empty history stays empty.
Aurora Pro 14
Evidence before a forecast
Forecast unavailable
Sufficient chronological data and a passing backtest are required. No forecast has been generated.
Drafts only · no campaigns
Media opportunities
Draft briefs and user-entered scenarios from catalog context. Import manual performance aggregates without launching ads.
Aurora Pro 14
Media brief · draft
Remote work · product briefing
Audience, product evidence and creative assumptions for human review.
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
FAQ
Straight answers
Which products are supported?
The platform focuses on electronics and Brazilian buyer prompts.
Which engines are implemented?
OpenAI and Gemini model API adapters. Provider setup is required; this is not the consumer chat interface.
Are all integrations active?
No. CSV is available; partner connections require configuration and verification.
Are example screens live data?
No. They are labeled illustrative examples for the fictional Aurora brand.
Your next decision starts with evidence
Confirm your product, review the diagnostic and keep every answer.
Run a free diagnostic