Recorded probes across gemini, nova during 2026-07-22 to 2026-08-08. Brand cited 0 of 6 attempts; rivals included www.mindstudio.ai, tianpan.co, 7-patterns.serpin.ai.
- Engines probed: 2 (gemini, nova)
- Total runs: 6
- Brand citations: 0
Rival URLs recorded
- https://7-patterns.serpin.ai/
- https://arxiv.org/html/2607.20492v2
- https://cybercorsairs.com/blank-by-design-when-an-empty-prompt-is-the-right-call/
- https://tianpan.co/blog/2026-04-16-rag-retrieval-abstention-empty-corpus
- https://www.lumi-ai.com/ai-glossary/the-best-way-to-prevent-ai-from-answering-questions-it-doesnt-have-data-for
- https://www.mindstudio.ai/blog/prevent-ai-hallucinations-data-room-method
- https://www.seangoedecke.com/the-refusal-problem/