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.
Abe brings professional learning, source-linked information and selected official updates together with Beta AI-governance tools. Coverage depends on the service, source and your access; check the evidence and apply your professional judgement.
The differentiator
We don't just advise. We do.
Abe's governance workflows are designed to turn a problem into useful work: a cited draft, evidence, assigned tasks and a review trail. These tools are in Beta. The working course finder and official-update service have their own access and source checks.
Review what each service can provide before using it in your organisation.
Product blueprint
The Problem Workspace Framework
The framework connects a healthcare governance problem with cited artefacts, assigned work, evidence and a clear review or escalation state. It describes the intended complete workflow; individual services and integrations must be checked separately on Services.
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 information library behind supported work.
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's library brings selected Australian healthcare source material together. The inventory below reports available source-document, passage and category counts; a count is not proof of complete coverage, currentness, permission or availability to a particular subscriber.
Review the source, date, applicable scope and evidence record for the actual result. A library entry or a generated draft is not a compliance certificate.
Source documents
26
Acts, regulations, college standards, fund rules, advertising codes, state and federal guidance
Cited evidence passages
Not reported
Indexed passages for supported evidence-search and governance workflows; availability and currentness vary
Specialist domains
2
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.
- A review of an AI scribe and its intended use.
- 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.
- An assessment of whether the APP disclosure rules apply.
- An accreditation evidence pack overdue.
- A Strengthened Aged Care or NSQHS gap to close.
Tell Abe AI the problem. The current Beta registry publishes 10 runtime IDs: 6 core backend roles and 4 Agent 23 reconnaissance pipelines. Those pipelines are not extra top-level agents. Abe routes work through the evidence library with human oversight while the remaining capabilities stay visibly in build, planned or gated.
Three specialisms
Three specialisms. One platform. Check the scope for your profession.
01
AI Integration
Supported AI-readiness work can help organise vendor information and draft a governance approach for your team. Agree the actual tools, sources, deliverables and human review before an engagement; no comprehensive tool-rating or completed integration is promised.
02
Healthcare Compliance
Applicable obligations vary by profession, service and jurisdiction. Abe supports scoped evidence work and human-reviewed governance drafts where sources are available. It does not promise complete legal mapping, accreditation or automatic updates to every document.
03
Healthcare Optimisation
Explore a defined workflow or business problem with supported tools and human review. Confirm the actual deliverables and measure the result; improved revenue, patient outcomes or workload are not guaranteed.
Services and availability
Choose a service. Check what is available.
Professional-development search is working in Beta. Other services have their own access and verification requirements. Beta does not mean a finished paid subscription or an approved clinical service.
Current foundation
AI-readiness and governance
Assess your organisation's AI readiness and prepare governance documents with human review. Sign-in and service access are required; confirm the supported workflow before relying on an output.
View the Solve surfaceWebsite and business reviews
Review website, search visibility and social information through Abe's Beta business-review tools. Access and the scope of each review must be confirmed.
View run historyProfessional Development Finder
Search and filter learning opportunities now, then follow the provider's link. Check the provider's current dates, availability and suitability for your professional requirements.
Find a courseIn build
Conversational learning assistant
A separate learning assistant is being developed. The Professional Development Finder already works: use Find a course to search now.
See capability statusPlanned
Further practice-management tools
Further risk, workforce, credentialing and workplace tools are planned. Their availability will be confirmed separately. Official updates are already collected through Abe's separate update service.
See the services roadmapRegulatory gate
Patient-specific clinical support
Inactive. Patient-specific diagnosis, treatment and clinical recommendations require separate regulatory review, validation and clinical approval.
Read the regulatory boundaryOfficial news and professional updates
Browse source-linked announcements, including Department of Health news. Source checks run on their declared schedules, with coverage and gaps shown separately. Your topics, timing and notification destination remain your choices. The complete subscriber widget connection is still being finished and tested.
Check sources and coverageThe trust layer
Specialist agents. Human steering.
Abe AI's current Beta runtime does the evidence and governance work it is registered to perform. Supported action workflows use their configured confidence and review gates; check the actual output and permissions.
- 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
Start with one service. Agree the scope as you grow.
We explore the problem with you, give you options, then assist or do — at whatever scale fits.
One thing today
Find learning or professional information.
Search professional-development opportunities now. For signed-in information and selected updates, check your access and the current source coverage.
Medium build
Discuss a supported governance pilot.
Agree the document, assessment or evidence workflow you need, the applicable sources and human review. Confirm availability and commercial terms before starting.
Whole-of-service
Connect selected services to your software.
Existing organisational API/MCP access is separate from the new shared panel. The complete paid, authenticated embedded customer journey is still being finished; no native practice-software connection is implied.
Commercial subscriptions are not open yet. Personal permission and alert choices remain separate from payment or organisation-funded access.
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.
Professional obligations need review
Check the current AHPRA and professional-board guidance for your use of AI. Abe can support reviewed governance work; an output does not establish a legal liability conclusion or compliance.
TGA classification depends on the product
The intended purpose and functionality determine the regulatory assessment. Check current TGA guidance and the vendor's actual position; Abe does not certify software or deliver patient-specific clinical decision support.
OAIC + APP 1.7/1.8 (10 December 2026)
The new transparency rules start on 10 December 2026 where the OAIC conditions apply. Confirm applicability and review any disclosure; Abe does not claim automatic compliance.
Accreditation requirements vary
Check the current standards and accreditation requirements that apply to your practice. Abe's Beta governance drafts need review against the actual standard and source coverage.
Clinician-built. Engineered as a platform.
Built by clinicians. Engineered as a platform.
Abe is clinician-informed and focuses on professional information, evidence and reviewed governance work. Detailed founder achievements and accreditation claims require their own evidence; this page does not certify delivered outcomes.
That experience informs Abe's governance tools and development direction. It does not mean every workflow, profession, standard or software integration has been delivered or independently verified.
Source-linked work. Human review. Clear service boundaries.
Tell us the problem you're solving.
Sole trader to enterprise. Primary care to aged care. A clinician replies to every enquiry.