AI product recommendation intelligence

Know when AI
recommends
your products.

Track which products AI assistants recommend, which competitors win instead, and the evidence behind every answer.

Cito
gengine
Product diagnostic

Aurora Pro 14 · Notebooks

Global · AI assistants · Sep 28, 2026

Recommended in3 of 15answers
Mentioned in4 of 15answers

Top competing products (recommended in answers)

  • TechPrime 88 of 15
  • Northwind Book 155 of 15

Example consumer prompt

“Qual notebook é melhor para trabalho remoto com orçamento de até R$5.000?”

Track product recommendations

See how often your products are recommended across leading AI assistants.

See why competitors win

Inspect the actual answers to understand which competitors are recommended instead and why.

Improve product readiness

Identify clear opportunities to strengthen your product data and increase recommendation relevance over time.

Free diagnostic is an experimental API-based analysis and does not replicate the consumer ChatGPT interface.

We analyze a standardized set of prompts using public AI assistant APIs to measure mentions and recommendations. Results may differ from what individual users see in conversational interfaces like ChatGPT.

Learn more about our methodology

How a diagnostic works

  1. 1

    Define the product set

    Add up to 3 of your electronics products and up to 3 competitors per diagnostic.

  2. 2

    Approve the prompts

    Choose or edit 5 unbiased consumer buying questions. Analysis prompts always run in Portuguese for the Brazilian market.

  3. 3

    Collect 15 observations

    Each prompt runs 3 times on one provider, giving a 15-answer sample per diagnostic.

  4. 4

    Read the evidence

    Every count links back to the exact answer, with provider, model, mode and timestamp attached.

Scope of this MVP

Gengine currently covers consumer electronics only: laptops, smartphones, tablets, TVs and monitors, headphones and audio, gaming and peripherals. Brazil is the first market; the interface is available in English and Portuguese.

Explore sample data