GenAI

DEMENTAI

A non-diagnostic engine that turns everyday signals into cited biomarker scores and refuses to say anything the evidence doesn't.

Year :

2025 - 2026

Industry :

Healthcare

Client :

Startup

Project Duration :

In progress

Project Metrics
4
Biomarker engines — STRIDE (gait), VISTA (clock draw), FOCUS (oculomotor), ECHO (speech)
0–10
Unified domain score scale — higher = healthier, applied across all four engines
<5
Single-engine flag threshold — forces composite to review_required regardless of weighted score
≥7
Composite stability threshold — scores below trigger escalation to clinician review
6
Step assessment pathway — grounded in RACGP Silver Book Part A: Dementia
3
Risk tiers per engine — Low (≥8), Moderate (5–7.99), High flag (<5)
30s
Gait session duration — 92.5 steps/min cadence, 0.68m stride length in test protocol
65+
Target demographic — large-font UI and TGA non-diagnostic CDSS positioning

Problem :

The earliest signs of cognitive decline are subtle, spread across several domains, and scattered through appointments that rarely connect. GPs sit on the front line with only minutes per patient and no easy way to combine cognitive, motor, visual, and language cues into one picture. Screening instruments are applied inconsistently, and their results live in silos. So the window for early intervention narrows while families wait. And anything AI-driven here carries a hard line: an over-confident or wrong "diagnosis" can do real harm, which makes most naive automation unsafe to ship.

Challenge :

A tool in this space can support a clinician but must never diagnose, and it can't invent a clinical number. Under Australian regulation (TGA) and clinical governance, every statement in a report has to be traceable to a cited source, the system has to actively refuse ungrounded or diagnostic language, and it must move sensitive health data between edge and cloud without ever exposing it.

Solution :

DementAI is a non-diagnostic clinical decision support engine. It turns passive signals — speech, clock-drawing, eye movement, and gait — into four domain biomarker scores (ECHO, STRIDE, VISTA, FOCUS), synthesizes a composite triage level, and generates a clinician-ready report where every line is copied verbatim from a cited knowledge base. A deterministic pipeline plus a hallucination audit means the report can only say what the evidence supports.

Summary :

Report generation is deterministic and grounded in the RACGP Silver Book, not an LLM's guess. A strict hallucination audit runs in CI as a release gate, failing the build on any ungrounded or diagnostic language. Edge transcription keeps raw audio local before a secure handover to the cloud engine. The result informs triage and flags patients for review — without ever claiming a diagnosis.

01 · Discovery+
02 · Strategy+
03 · Execution+
04 · Handoff & Governance+

Our Approach

From initial concept to final delivery, our process is built around clarity and collaboration. We begin with a deep discovery phase to understand your goals, followed by iterative design and development cycles that keep you informed at every step. The result is a polished, purposeful product that truly reflects your vision.

Team+
Technologies+

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