DeepSensi™

The science

Verified, not plausible.

DeepSensi™ does not ask you to trust it. It gives you the derivation, the data, and the audit. The safety case is built the way aviation and nuclear engineering build theirs: with a quantified, worst-case bound.

23
independent verification barriers, three tiers
3.23×10⁻⁶
worst-case bound per assertion1
SIL-4
demand-mode target, met with 31× margin1
301
NEJM CPC cases, empirically validated2

Eight ideas, made rigorous

How a machine earns the right to stand behind a clinical decision.

Reliability

A fault tree, not a hope

Twenty-three independent barriers modelled per IEC 61025, with a justified common-cause factor and worst-case degradation. The system-level bound is derived, not asserted. WP-001 →

Evaluation

Measuring safety, not memory

Static benchmarks reward recall and punish caution. Auto-CSA scores the safe acknowledgement of uncertainty, and exposes benchmark defects openly. WP-002 →

Certification

A graded, open standard

The Gomola Framework gives clinical AI what aviation has had for decades: quantitative reliability tiers, five auditable pillars, royalty-free. DSS-001 →

Collective intelligence

The Hyper Consilium, and a new economy

A specialist agent for every discipline of medicine deliberates under cross-vendor verification, and physicians join as scored nodes. Verified insight earns outcome-gated royalties: the first formal economic model for clinical expertise inside an AI. WP-003 →  WP-004 →

Augmentation

The physician exosuit

DeepSensi™ is built to make a clinician faster and safer, never to replace the signature. The judgment stays human; the machine carries the recall, the cross-checking, and the court-grade record. WP-003 →

Access

Serving the unserved

The same engine reaches patients no specialist can: borderless matching to compassionate-access therapies, and physician-level epidemic early warning as a private by-product of ordinary care. WP-006 →  WP-007 →

Continuity

Medicine that remembers

A temporal health graph that never forgets, and a digital twin that keeps watching after the visit ends. When reality diverges from the expected trajectory, the case reopens itself. Even the voice becomes a vital sign.

Sovereignty

Runs even air-gapped

From a clinic gateway to a hospital node with the cable cut: the complete consilium and safety layer on premises. Nations keep their data. The field keeps its radar.

The benchmark, in context

The hardest cases in medicine. Ranked.

DeepSensi, Cognitive Medical OS86.0%
Microsoft MAI-DxO (o3)85.5%
OpenAI o378.6%
OpenAI GPT-4o49.3%
Practising physicians, unaided19.9%

DeepSensi: 86.0% top-1, 93.7% top-3 on 301 NEJM CPC cases (2014 to 2023), development-cohort, with a 0.0% missed-critical rate. Others, on NEJM CPC cases via SDBench: Nori et al. 2025 (304 cases, 21 US and UK physicians). 1 IEC 61508 SIL-4 demand-mode target. 2 development-cohort; a confirmatory study is designated.

Read the papers