Sample data

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gengineAI Product Recommendation Intelligence

Sample diagnostic — Aurora notebooks

Diagnostic report · Completed

Completed

One view, one denominator

This question filter updates the KPIs, chart and accessible table together. Evidence drill-down keeps the same scope.

Commercial summary

No exact recommendation was attributed to your products in the valid sample.

Why it matters: recommendation, mention and citation describe different behaviors. They are shown separately and all use only complete, valid saved answers.

Next step

Open the weakest product or question below, inspect its source answers, then prioritize a linked improvement.

Evidence coverage

15 / 16

94% · 1 failed · 0 incomplete

Sample completeness

15 of 16 planned answers valid (94%)1 excluded failures

Denominator for every rate below = 15 valid answers. Failed or missing answers are excluded, not counted as "not recommended". Metrics derived from saved answer text with entity-normalization-1.0.0; saved evidence is not modified.

  • Prompt 2 · Repetition 2 — Provider timeout after 30s — attempt retried successfully

Recommendation by question

Bars and the table below use the same complete-answer denominator. Open any count to inspect its saved evidence.

Accessible recommendation counts by product and question
ProductQuestion 1Question 2Question 3Question 4Question 5
Aurora Pro 14
Aurora Air 13
TechPrime 8
Northwind Book 15
Volta Slim 14

Results by product

Aurora Pro 14

Aurora · aliases: Aurora Pro, Aurora 14, Pro 14

Your product
Traceable excerpts (7)

Aurora Air 13

Aurora · aliases: Aurora Air, Air 13

Your product
Traceable excerpts (4)

TechPrime 8

TechPrime · aliases: TechPrime 8 Pro, Prime 8

Competitor
Traceable excerpts (8)

Northwind Book 15

Northwind · aliases: Northwind 15, NW Book

Competitor
Traceable excerpts (5)

Volta Slim 14

Volta · aliases: Volta Slim, Slim 14

Competitor
Traceable excerpts (4)

Competitor comparison

Ranking uses exact product matches only; ambiguous, brand-only, publisher and seller names are excluded.

  • Aurora Pro 14

    0 of 15(0%)
  • Aurora Air 13

    0 of 15(0%)
  • TechPrime 8

    0 of 15(0%)
  • Northwind Book 15

    0 of 15(0%)
  • Volta Slim 14

    0 of 15(0%)

Needs review (not attributed) (0)

No ambiguous names found.

Excluded from rankings

  • TechPrime (brand only)×8
  • Aurora (brand only)×5
  • Northwind (brand only)×5
  • Volta (brand only)×4

Report metadata

Provider
sample-provider
Model
sample-model-1
Mode
api
Country
BR
Analysis language
pt-BR
Repetitions
3
Started
9/28/2026, 1:05:00 PM
Completed
9/28/2026, 1:17:32 PM

API-based observations. Not a measurement of the consumer ChatGPT interface.