Found during installation research, missed in later usage questions.
All three installation answers mentioned the product; six answers across two other topics did not. Two installation details conflicted with current documentation. Priorities were consistent setup guidance and clearer evaluation evidence.
01 / FINDINGS
Findings
Discovery still needs an accuracy check
All three installation answers mentioned the product, but two included details inconsistent with current materials. Brand discovery and factual accuracy were assessed separately.
Older information remained in returned materials
Returned search materials contained the older details. The report compared answers, returned sources and current official guidance to locate corrections, without inferring how the search system updates internally.
Usage questions did not reach the product
Six answers across the other two topics omitted the product. Relevant documentation already existed; the priority was clearer conditions and verifiable outcomes rather than additional feature labels.
02 / QUESTIONS & OUTCOMES
Question themes and diagnosis outcomes
Below are anonymized summaries of question intent, not the original prompts or answers. No original prompt named the target product. Full prompts and results were delivered privately to the customer. Counts and classifications are unchanged; usage advice can be useful without mentioning a brand.
| Question theme / intent | GPT-4.1 mini | Claude Haiku 4.5 | Gemini 2.5 Flash |
|---|---|---|---|
| Q1 · Installation choices Compare installation approaches and deployment trade-offs for development tools. | Mentioned | Mentioned | Mentioned |
| Q2 · Compatibility evaluation Evaluate conditions for connecting external services and changing configurations. | Not mentioned | Not mentioned | Not mentioned |
| Q3 · Continuity of work Understand what can resume after work is interrupted and where limits apply. | 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
Align installation and update guidance
Reconcile the website, download routes and help documentation so supported conditions match current releases.
Make compatibility conditions comparable
List tested, untested and unsupported customer configurations, with a repeatable example of a configuration change.
Show what survives an interruption
Use a complete workflow example to show state before and after interruption, including what can be restored and its limits, then retest the original questions.
04 / SCOPE
Test scope
Nine search-augmented API answers were sampled once per question and model using shared OpenRouter Exa search. This was not a consumer-interface test or an evaluation of independent search systems. Product installation and operation were not tested; proposed changes have not been implemented and retested.
NiubiGEO completed this report using model API tests. Human web and app testing can be arranged separately, with human testing supplied by NiubiStar.