A look at how NeuralTrust is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.
The brand has minimal AI Overview presence. Immediate structural content and entity work is required.
AI answers fire on 66.7% of tracked queries, yet NeuralTrust is quoted in only 22.2% (of all tracked queries); 33.3% of AIO-triggered queries of them. When it does appear, it sits Secondary source, estimated position 2-3 in captured response.
Brand cited in only one confirmed instance on guardian agent query (volume 68). Citation occurs partly through third-party listicle dependency (wayfound.ai). High-volume AIO-triggering keywords all miss the brand.
Partial alignment with significant narrowing risk. AIO places NeuralTrust inside the narrow guardian-agent sub-category. The brand's broader positioning (posture management, red teaming, agent gateway) is not reflected in captured AIO responses.
Impact High · effort Medium
Impact High · effort Medium
Impact Medium · effort Low
| Topic | Presence in AI answers | Buyer intent |
|---|---|---|
| Guardian agents | Owned | secondary source in AIO |
| Prompt injection | Partial | problem-aware stage |
| AI red teaming | Partial | educational stage |
| AI alignment | Partial | problem-aware stage |
| Adversarial attacks and jailbreaks | Partial | problem-aware stage |
| AI red teaming | Invisible | solution-aware stage |
| Automated red teaming | Invisible | solution-aware stage |
| Prompt injection solutions | Invisible | solution-aware stage |
| AI agent governance | Invisible | all stages |
| AI agent posture management | Invisible | all stages |
| LLM security for enterprise | Invisible | all stages |
| AI gateway and agent gateway | Invisible | all stages |
| AI security for regulated industries | Invisible | all stages |
| On-premise AI security | Invisible | all stages |
Problem Aware. Weak. High-volume educational queries (prompt injection, red teaming) trigger AIO but NeuralTrust is not cited.
Solution Aware. Very weak. Product-category queries (AI agent security software, agent posture management) lack any confirmed AIO citation.
Alternatives. Unknown. No AIO response data captured for comparison-stage prompts yet. AIO-revealed competitors visible from cited-domains data: Vectara and Wayfound.
Centralized platform to discover and secure all AI agents, enabling safer enterprise adoption. Full-stack solution including runtime security, gateway, posture management, and red teaming.neuraltrust.ai, 2026
Differentiators it leads with: On-premise and split-plane deployment, SIEM integration, Multilingual detection, 99% detection accuracy, Gartner recognition, ISO 27001 certification, 20M Series A funding, Named enterprise customers including ABANCA.
NeuralTrust is positioned by AIO as a guardian-agent security provider offering output validation, security, and defense capabilities within multi-agent AI systems
| Query | Volume | Organic rank | What happens |
|---|---|---|---|
| automated red teaming | 1,400 monthly | #45th organically | AIO triggers on this term but NeuralTrust is not cited despite strong organic ranking |
| AI red teaming | 1,000 monthly | #42nd organically | AIO triggers on this term but NeuralTrust is not cited despite strong organic ranking |
| what is prompt injection | 1,000 monthly | #51st organically | AIO triggers on this term but NeuralTrust is not cited |
| prompt injection examples | 500 monthly | #35th organically | AIO triggers on this term but NeuralTrust is not cited |
Executed by AUQ for B2B SaaS teams with the same gaps this audit found.
| Domain AI cites | Pages | Context |
|---|---|---|
| www.vectara.com | vectara.com/business/solutions/use-cases/guardian-agents | Direct product-category competitor page cited on guardian agent query |
| www.wayfound.ai | wayfound.ai/post/top-10-guardian-agent-solutions-to-evaluate-in-2026 | Third-party comparison listicle that includes NeuralTrust but also frames other vendors. This is NeuralTrust's primary citation pathway in current data. |
NeuralTrust citation depends partly on wayfound.ai listicle, a fragile dependency. Direct authoritative content would reduce this risk.
| Peer | How AI frames it |
|---|---|
| Vectara | Cited directly on guardian agent query. Has dedicated guardian-agents product page. AIO treats it as peer authority with stronger AIO presence on this category term. |
| Wayfound.ai | Third-party listicle cited by AIO. Wayfound appears to be a guardian-agent vendor publishing comparison content. Benefits from its own comparison content being cited in AIO. |