The deliberative architecture

Quvant does not use a single AI model. It uses a process: three models with defined roles plus a fourth blind Validator on high-risk analyses, a reliability engine that penalizes contradictions (not just consensus), and a vault that preserves every piece of evidence in auditable form.

Risk-adaptive validation

Three independent models deliberate on every analysis: Analyst, Critic and Synthesizer, each with a distinct role. For high-risk analyses, a fourth validator model is activated. It operates independently and blind to the other outputs, verifying the robustness of the conclusions before the final output. The depth of analysis scales with the level of risk.

The roles in the process

Analyst

Regulatory analysis and coverage.

Critic

Looks for exceptions, gaps, edge cases.

Synthesizer

Integration and prioritization.

Validator

Fourth model that activates on high-risk analyses. Independent and blind to the other outputs, it verifies the robustness of the conclusions before the final output.

Models are updated automatically. We do not publish specific versions: every analysis uses the best available at execution time.