AI offered evaluation advice without mentioning the product.
None of nine answers mentioned the target or returned its official materials. The diagnosis focused on version selection, capability evaluation and migration concerns, recommending that existing feature documentation become clearer decision support.
01 / FINDINGS
Findings
Useful guidance did not surface the product
The version question used related product materials; the other questions mainly produced general evaluation and usage advice. None of nine answers reached the target, although guidance can still help a user without naming a brand.
Released and in-development capabilities need separation
Maintenance and download guidance already existed. A separate review found version-status, installation and update descriptions that needed alignment so users would not mistake in-development capabilities for shipped features.
Adoption concerns need concrete answers
Beyond feature lists, users need to know what migration retains, how capabilities are verified and which processing may involve external services. The report recommends presenting those conditions alongside the relevant features.
02 / QUESTIONS & OUTCOMES
Question themes and diagnosis outcomes
Below are anonymized summaries of question intent, not the original prompts or answers. Q1 named a related product, but not the target. Q2 and Q3 requested evaluation and usage guidance without requiring a product list. Full prompts and results were delivered privately to the customer; counts and classifications are unchanged.
| Question theme / intent | GPT-4.1 mini | Claude Haiku 4.5 | Gemini 2.5 Flash |
|---|---|---|---|
| Q1 · Version selection Compare maintenance, updates and support across product versions. | Not mentioned | Not mentioned | Not mentioned |
| Q2 · Capability evaluation Evaluate a mobile AI tool for continued use and information processing. | Not mentioned | Not mentioned | Not mentioned |
| Q3 · Installation and migration Understand installation and data-migration conditions when adopting different versions. | Not mentioned | Not mentioned | Not mentioned |
A mention does not establish a recommendation or an accurate description. Named questions and unprompted discovery are interpreted separately.
03 / RECOMMENDATIONS
Recommended priorities
Help users choose the right version
Bring together maintenance status, supported devices, installation, updates and support routes, tied to the relevant release status.
Define migration scope and rollback
Specify which data and settings can migrate, tested combinations and rollback steps. Distinguish installing versions together from automatic data sharing.
Demonstrate capabilities with repeatable tasks
Provide examples, expected outcomes and limits for key use cases. Preserve verification steps and use the original prompts to check later answer changes.
04 / SCOPE
Test scope
All nine search-augmented API answers completed, sampled once per question and model using shared OpenRouter Exa search. Zero of nine describes this sample, not market-wide visibility. No human consumer-interface, installation or migration tests were performed. Documentation issues have not been established as the cause of the omissions.
NiubiGEO completed this report using model API tests. Human web and app testing can be arranged separately, with human testing supplied by NiubiStar.