Found for technical questions, absent from business workflows.
Two models named the client's product in a technical discovery question, but none of nine business-workflow answers mentioned it. NiubiGEO identified a content gap between technical documentation and buyers' practical evaluation needs.
01 / FINDINGS
Findings
Technical discovery had a starting point
Two models named the client's product in Q2. This establishes discovery for that sampled question, not a market ranking.
Workflow answers did not connect to the product
Nine workflow answers addressed relevant evaluation needs without connecting them to the product. The diagnosis recommended clearer workflow entry points for existing technical material.
Mentions still needed an accuracy check
One model confused a key product concept. NiubiGEO checked public documentation and recorded discovery separately from accurate understanding.
02 / QUESTIONS & OUTCOMES
Question themes and diagnosis outcomes
The following are anonymized intent summaries, not the prompts sent to the models; specific workflow names are omitted. Results refer to six saved original questions, none of which supplied the client's brand or website.
| Question theme / intent | GPT-6 Astra | Claude Fable 5.1 | Gemini 3.8 Flash |
|---|---|---|---|
| Q1 · Approach comparison Compare approaches to controlling permissions for automated actions. | Not mentioned | Not mentioned | Not mentioned |
| Q2 · Technical discovery Find technical implementations for permission-control requirements. | Mentioned | Not mentioned | Mentioned |
| Q3 · Integration review Identify boundaries and conditions to review before integration. | Not mentioned | Not mentioned | Not mentioned |
| Q4 · Workflow A Find candidate solutions and evaluation evidence for a target workflow. | Not mentioned | Not mentioned | Not mentioned |
| Q5 · Workflow B Evaluate permission controls and human involvement for another workflow. | Not mentioned | Not mentioned | Not mentioned |
| Q6 · Workflow C Review the evidence and accountability needed before adoption in a third workflow. | 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
Organize existing evidence around buyer workflows
Define a clear scenario for each buyer need and connect existing documentation, requirements, validation results and capabilities still in development.
Clarify concepts that answers confused
Use a concise flow and concrete examples to explain key concepts and their limits, linked from the product entry point.
Scope human testing around the target market
Confirm region, platform, interface and workflow questions before arranging human answer capture. Report new human observations separately from this API round.
04 / SCOPE
Test scope
This API round enabled web search and returned 18 complete answers. Some responses returned no retrieval record, so actual retrieval is not established for those responses. Methods answers need not name a product. No live business system was tested, and this does not validate security, compliance or business outcomes. Recommendations are not implemented optimization results.
NiubiGEO completed this report using model API tests. Human web and app testing can be arranged separately, with human testing supplied by NiubiStar.