NableU · NableU perspective
When Care Becomes a Process
Why Australia needs to measure human outcomes, restore connection and rethink the role of AI
Australia has become very good at counting care.
We can count funded hours, completed appointments, referrals, invoices, assessments, plans, service agreements and closed cases. We can demonstrate that a procedure was followed and a service was delivered. These records are useful for accountability. They cannot, by themselves, tell us whether someone's life has improved.
Did the person gain meaningful control over their circumstances? Do they have more energy to participate in everyday life? Can they maintain the relationships that support them? Did the service solve the problem they came with, or simply move them to another process?
These are harder questions. They are also the questions that care exists to answer.
More information, less capacity to act
PwC's Voice of the Consumer Survey 2026 paints a revealing picture of Australian wellbeing. Among 1,001 Australian adults surveyed, 35% described their health as poor or life-restricting. 64% identified stress, fatigue or low energy as barriers to achieving health and wellbeing goals; 55% struggled with consistency or motivation. This is happening in a society with unprecedented access to health information, apps and self-monitoring technology.
PwC found that 82% use healthcare apps or wearables, while 63% consult AI before a healthcare professional or another source. Information is plentiful. The capacity to understand, prioritise and act on it is unevenly distributed.
These figures describe the broader consumer population. They are not an NDIS-specific study, and they do not show what caused every respondent's difficulties. They do, however, reveal a fundamental design problem: knowing what to do and having the resources to do it are different forms of capacity.
For someone facing disability, trauma, illness, exhaustion, financial strain or executive-function challenges, even an apparently simple next step can involve a substantial cognitive cost. A form, an unanswered email, a referral, a telephone queue or another retelling of a personal history may be a small administrative event to an organisation and a significant obstacle to the person experiencing it.
We need to measure that cost.
The social cost of disrupted connection
There is another dimension to wellbeing that cannot be captured by an appointment ledger: social cohesion.
The COVID-19 pandemic and the measures introduced in response disrupted ordinary contact, routines and support relationships. Many protections were enacted for legitimate public-health reasons, particularly where vulnerable people faced serious risks from infection. Their protective purpose does not remove the need to examine their unequal and sometimes lasting social consequences.
The Australian Bureau of Statistics' 2025 General Social Survey found that 53% of Australians had face-to-face contact with family or friends outside their household at least weekly, compared with 68% in 2019 and 42% in 2020. Contact recovered considerably after the early pandemic but had not returned to the earlier measured level.
The Disability Royal Commission also recorded concerns about interrupted essential support, inaccessible information and difficulty obtaining healthcare during the pandemic. These experiences were not distributed equally.
It would be simplistic to claim that pandemic policy alone caused today's wellbeing pressures. COVID illness itself, disrupted services, economic changes, cost-of-living pressures and pre-existing weaknesses all need to be considered. Yet the evidence gives us good reason to examine what happens when trusted relationships and ordinary community participation are interrupted — especially for people already reliant on fragile support networks.
The World Health Organization's 2025 Commission on Social Connection makes the wider point: loneliness and isolation have consequences for health, wellbeing and society.
A person can receive all their scheduled services and remain profoundly disconnected. A person can also need substantial ongoing care while living a connected, self-directed and meaningful life. Any credible model of wellbeing needs to account for both realities.
The procedural care trap
Care becomes proceduralised when completing the prescribed activity takes priority over understanding its effect.
Consider a participant who receives support coordination. They may have meetings, contact notes, invoices and regular updates, yet remain responsible for chasing providers, clarifying conflicting information, explaining their disability repeatedly and reconstructing the plan when a worker leaves. The service has recorded activity. The administrative burden may still be sitting with the participant.
This is more than a hypothetical risk. The independent NDIS Review identified the problem in its analysis of pricing and payment: fee-for-service arrangements can reward the volume of support delivered rather than improvement in participant outcomes. It also pointed to weak information about quality and the difficulty participants face comparing services.
Providers and workers still need to be paid properly. Safeguarding, documentation and verification remain necessary. The question is whether these processes have been designed around the person, and whether the incentives reward work that genuinely helps them.
When health, disability support, housing, education, employment and community services operate as separate systems, the person often becomes responsible for connecting them. That integration work can be invisible to everyone except the individual carrying it.
For neurodivergent people and others with cognitive or communication support needs, the resulting friction can become a barrier to the very services intended to reduce disadvantage.
What would meaningful outcome measurement look like?
Start with the person's actual circumstances and what they want their life to contain. Establish a baseline, agree on meaningful goals and review progress over time. Ask what the service changed, what it preserved and what burden it created along the way.
An outcome might be the ability to attend a community activity consistently, maintain a trusted support relationship, pursue employment, manage a recurring administrative demand with less distress, communicate choices clearly or resolve a longstanding access barrier.
Sometimes progress is increased independence. Sometimes it is safer and more effective assistance. Preventing deterioration, protecting dignity and maintaining essential support are also legitimate outcomes. People should never be penalised because their disability is permanent or their need for support remains high.
We should assess practical accessibility, relationship continuity, informed choice, reduced administrative burden, social participation, safety and participant-defined goals. A measure is useful only when the person can understand it, contest it and recognise their own circumstances in it.
We must also be alert to perverse incentives. A simplistic performance score could encourage providers to avoid complex cases, push people towards unsuitable forms of independence or treat a fluctuating condition as failure. Good measurement requires context, appropriate evidence, qualitative accounts and the ability to challenge an interpretation.
Counting can support care. It cannot substitute for understanding.
AI can help us think — provided it does not take over
The growth of AI creates a genuine opportunity for cognitive equity: helping people with different capacities access information, organise evidence, understand decisions, prepare communications and take practical action.
The same technology can also mislead. A fluent AI response may invent sources, confidently repeat an error or agree with a user's interpretation before the facts have been tested. In healthcare or disability advocacy, those failures can affect real decisions.
At NableU, we are exploring the use of Ikirōne, a human-governed approach to reflective reasoning. Its operating discipline is straightforward: think first, use AI to challenge the thinking, then check the result against reality.
Within that approach, the Split Mirror Protocol provides four steps:
- Fidelity: Reconstruct the person's account accurately. Listen to what they experienced and what they are trying to establish, without distorting it.
- Resistance: Examine other explanations, missing information, opposing evidence and assumptions the account may contain.
- Synthesis: Identify what is supported, what remains uncertain and what can be verified next.
- Agency: Return the decision and practical options to the person. AI helps them judge; it does not silently become the judge.
Imagine a participant questioning support-coordination charges. AI could help organise agreements, invoices, service records, expected deliverables and questions for the provider. Split Mirror would prevent the system from assuming wrongdoing merely because the participant is frustrated — and from dismissing concerns merely because a provider submitted an invoice. The person would decide what to investigate, challenge or escalate.
This is a proposed reasoning and design method, not an independently validated clinical intervention or a claim that every NableU AI feature is already deployed. Medical decisions still need appropriate clinical expertise, and important legal or financial conclusions need independent verification.
Privacy is equally central. PwC found that only one in five Australian respondents were open to broadly sharing health information across service providers. Consent to store information, share it with a worker, use it as AI context, retain it as AI memory or authorise an action must remain separate, explicit choices. People must also have ways to obtain support without using AI.
The governing principle is cognitive sovereignty: technology should expand a person's ability to reason and act while preserving their judgement, consent and control.
Rebuilding care around people
NableU's purpose is to develop infrastructure for cognitive equity: support systems and community connections that reduce avoidable barriers and increase people's practical agency.
That includes participant-led support matching, clear communication preferences, portable information with controlled sharing, accessible advocacy and local community initiatives such as NableHoods. These are parts of a broader direction, not a claim that every proposed capability has been completed.
We should ask much more of public services, providers and technology designers. Show us how administrative burden has been reduced. Show us whether a person retained the relationships they value. Show us whether decisions became easier to understand and challenge. Show us whether support advanced the person's own goals — including the goal of living safely with assistance.
And when the answer is unclear, give the person a meaningful voice in determining what comes next.
A completed procedure tells us something happened inside an organisation. A meaningful outcome tells us what happened in someone's life.
The future of care should be judged by the lives people are enabled to live.
Sources and further reading
- The PwC figures are from [*Voice of the Consumer Survey 2026: Fit and informed — The rise of everyday health in Australia*]
- the Australian weighted sample comprised 1,001 adults. Additional sources are the [Australian Bureau of Statistics, *General Social Survey 2025*]
- the [Disability Royal Commission's COVID-19 statement of concern]
- and its [report on the Omicron wave]
- the [NDIS Review on the incentives created by fee-for-service payment]
- and the [World Health Organization's 2025 Commission on Social Connection]
NableU Community Systems Incorporated advocates for dignity, agency, autonomy, cognitive equity and cognitive sovereignty. About NableU · Back to the article title