What problem are we solving?
Integrate. Comply. Optimise.
AI in healthcare, done well. For patient outcomes and business performance.
One specialism
We specialise in one thing. AI integration, compliance and optimisation in healthcare.
For patient outcomes and quality. For business optimisation.
Done well, AI in healthcare saves time, lifts quality of care and grows the business. Done badly, it costs all three. We're the specialist Australian platform that gets it done well — across every health profession, every regulator and every medication rule, at any scale.
The differentiator
We don't just advise. We do.
Generic AI tools educate you. Compliance consultants recommend things. Abe AI ships the actual artefact — the integrated AI tool, the cited policy, the optimised workflow, the accreditation evidence pack, the compliance audit — built by specialist agents, signed off by humans, cited at the source.
Patient outcomes lifted. Business performance lifted. Both at the same time.
MVP / Phase 1 Framework
The Problem Workspace Framework
Abe turns the client's stated healthcare governance problem into the work needed to solve it: cited artefacts, assigned work, evidence, register updates and a clear resolved, review or escalation state.
Problem Workspace
Original Problem
user input + constraints + why it matters
held together at all times
Solved-State Definition
required work produced • gaps closed or assigned • evidence ready
Trust Foundation — evidence library, memory and learning
Australian Healthcare Evidence Library
Corpus means Abe's controlled source library: AU laws, standards, regulator guidance, circulars and templates.
Organisation Memory
approved facts • prior assessments • known gaps • previous decisions
Session Events Log
append-only • immutable • every action recorded
What sits inside the evidence library
This is the Australian healthcare documentation Abe searches before it answers, drafts, assigns tasks or marks work as solved.
Source-linked, versioned, cited
Legislation + Rules
Privacy Act • APPs • My Health Record • National Law • sector Acts
Regulators
AHPRA • TGA • OAIC • ACSQHC • NDIS Commission
Standards
RACGP • NSQHS • aged care • NDIS • DIAS • EQuIP
Government Updates
circulars • consultations • guidance • reform notices
Templates + Evidence
policies • checklists • board papers • audit evidence
Funding + PHI
Medicare • private health insurance • grants where relevant
Versioned Evidence Sources
AHPRA • TGA • OAIC • Privacy Act • NSQHS • RACGP • aged care • NDIS • PHI
Agent Architecture + Skillsets
bounded roles • playbooks • templates • validators • tool permissions • action rules
Learning Loop
approved facts, decisions, tasks and outcomes update database memory, not hidden model training
Build Active Context Packet
A corpus is the evidence library Abe searches and cites. The evidence library and database memory are the source of truth. The model is not.
Abe AI Core
Agent 0 — Triage
Classify → Prioritise → Route
Reasoning Engine
retrieves from evidence library • cites source/version • reflects against solved-state
Action Engine
creates artefacts • updates registers • assigns tasks • records audit trail
Confidence + Safety Gate
Active Context Packet
problem + solved-state + cited evidence library + memory + open work
Specialist Agents
Outputs
Client outcome: the work needed to solve the problem
Abe produces whatever is required: documents, evidence, register updates, assigned tasks, citations, confidence status, audit trail, alerts or a safe escalation path.
Loop Until Solved
Reflection Loop
Does this output meet the solved-state? If no, revise or escalate.
Immutable Audit Trail
Every decision, citation, confidence score, version and review logged to database.
Abe does not rely on generic model memory. It retrieves from the Australian Healthcare Evidence Library, cites the source/version, scores confidence, writes to database memory and routes unsafe work to human review. It does not claim zero errors.
Abe AI's Brain
The corpus that powers every answer.
Australian healthcare runs on tens of thousands of documents — Acts, regulations, college standards, fund rules, advertising codes, state and federal guidance — updated constantly, often contradicting each other across jurisdictions.
Abe AI's Brain holds them all in one place. 7 Australian healthcare source documents, indexed into 400,000+ cited evidence passages across 1 specialist domains: AHPRA, TGA, OAIC, ACSQHC, RACGP, Medicare, the private health funds, the Aged Care Act, the NDIS Standards, the state poisons schedules, and the rest.
Every Oracle answer, every generated policy, every optimisation recommendation is cited at the source. Australian. Current. Auditable.
Source documents
7
Acts, regulations, college standards, fund rules, advertising codes, state and federal guidance
Cited evidence passages
Indexing
Searchable, source-cited evidence for every Oracle answer and agent action
Specialist domains
1
AHPRA, TGA, OAIC, ACSQHC, RACGP, Medicare, the private health funds, Aged Care, NDIS, state poisons
The operating question
Every engagement starts with the same question. What problem are we solving?
The opportunity side
Patient outcomes and business performance.
- An AI scribe that could free up two clinician-hours a day.
- A workflow change that lifts patient throughput safely.
- A billing optimisation that lifts margin without lifting risk.
- A patient communication uplift that lifts satisfaction scores.
- A documentation gain that lifts audit readiness.
The obligation side
Regulators, accreditation, deadlines.
- An AHPRA question that needs a cited answer.
- A TGA / SaMD assessment on a new AI vendor.
- A privacy disclosure due 10 December 2026.
- An accreditation evidence pack overdue.
- A Strengthened Aged Care or NSQHS gap to close.
Tell Abe AI the problem. Specialist agents — thirty of them, across clinical, governance, workforce, operations and horizon clusters — route the question to the right experts, draw from the Brain, and produce the answer or the artefact. Always with human oversight. Always for patient outcomes and the business together.
Three specialisms
Three specialisms. One platform. Every Australian health profession.
01
AI Integration
Choosing AI tools that fit your workflow. Integrating them safely. Training your team. Documenting the lot. Vendor-neutral — we rate every tool, including direct competitors'. AI scribes, decision support, imaging AI, admin automation, patient communication AI — assessed for your service, with the regulatory path attached.
02
Healthcare Compliance
Australian healthcare is regulated across multiple layers — state, federal, profession, medication, advertising. AHPRA, TGA, OAIC, ACSQHC, NSQHS, RACGP 6th Edition, Aged Care Act 2024, NDIS Practice Standards, Privacy Act 1988, state poisons regulations. Abe AI maps every obligation that applies to your service, generates the artefacts, and keeps you current as the rules change.
03
Healthcare Optimisation
Workflow, billing, documentation, meeting efficiency, financial governance, patient communication. The work that quietly drains time and revenue — fixed with AI where AI fits, optimised by humans where humans fit. Patient experience up. Margin up. Workload sustainable.
The trust layer
Specialist agents. Human steering.
Abe AI's thirty specialist agents do the heavy work. Every output is scored for confidence before it ships.
- High confidence with corpus citation → the action auto-completes.
- Medium confidence → the artefact waits for your one-click confirm.
- Low confidence → the work stops and routes to a human reviewer.
We don't replace clinical or governance judgement. We back it with cited evidence and produce the artefact your judgement asked for.
Scale
Small option today. Whole system when you're ready.
We explore the problem with you, give you options, then assist or do — at whatever scale fits.
One thing today
A day or two. Founder-priced.
A consent wording check. An AI scribe risk review. An advertising claim audited. A workflow optimised. A privacy question answered with the section cited.
Medium build
Weeks. Fixed scope, fixed price.
A full AI use policy set. Vendor assessment process. Staff training. Incident pathway. Accreditation evidence pack. Billing optimisation. Patient communication uplift.
Whole-of-service
Months — and onwards, as long as you operate.
Full AI-readiness assessment. Accreditation map across every standard set you fall under. Workforce credentialing. Workflow and financial optimisation. Ongoing Oracle monitoring as the regulations change.
Same Brain. Same specialist agents. Same engine. Scaled to whatever your patients and your business need today.
The regulators have decided. The opportunity is real.
Why Australian health services need AI integration, compliance and optimisation — now.
The opportunity is real, but so are the obligations. Abe AI helps health services adopt AI with the right policies, consent wording, privacy controls, vendor checks, audit trails and accreditation evidence in place.
AHPRA holds the practitioner liable
Per AHPRA's 2024 guidance, the individual practitioner is responsible for any AI they use, regardless of the tool's reputation or approval status. Personal liability sits with the clinician.
TGA classifies clinical AI as a medical device
Most AI that influences clinical decisions is Software as a Medical Device. Classification, ARTG inclusion and validation obligations apply. Abe AI's Oracle tells you per tool, with the law cited.
OAIC + APP 1.7/1.8 (10 December 2026)
Every entity using automated decision-making must disclose how it works, what data it uses, and the human oversight in place. Abe AI generates the disclosures and the audit record.
RACGP 6th Edition (2026)
Every Australian general practice must now produce documented AI governance, human oversight protocols, and an annual QI activity for AI use. Abe AI's Policy Engine generates the mandatory artefacts.
Clinician-built. Engineered as a platform.
Built by clinicians. Engineered as a platform.
Abe AI is built by an Australian clinical team that led the National Safety and Quality accreditation of a 100+ practitioner, ~30,000 patient telehealth service — and defended the evidence directly to the Australian Commission on Safety and Quality in Health Care.
The Clinical Governance Committee, the policy library, the risk register, the audit tools, the staff education platform, the PDSA quality cycles — that entire body of work is the engine Abe AI now ships to every Australian health business, across every domain, at every scale.
Compliant today. Advanced tomorrow.
Tell us the problem you're solving.
Sole trader to enterprise. Primary care to aged care. A clinician replies to every enquiry.