Graded C+ on resilience. In Vannus's assessment it routes across several model providers — not captured by one — acceptable, with limits worth knowing.
Q Assist is LLM-agnostic and integrates with most foundational models such as OpenAI, Gemini, Mistral and others.
Vannus grades Quantexa against nine dimensions of trust — data sovereignty, training privacy, compliance posture, operational resilience, exit portability, and more. The heaviest criterion asks whether the tool builds its own AI or resells someone else's model; where the vendor discloses it, the grade cites the vendor's own documentation. No paid placements — scoring is walled off from affiliate revenue. See the methodology →