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Frequently Asked Questions

AI Governance in Social Care: What You Need to Know

The regulatory landscape for AI in social care has changed. Below are the key questions we hear from practitioners, managers, and governance leads across England and the UK.

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Inspection Readiness

CQC, Ofsted, and Professional Standards

What does CQC look for regarding AI use?

CQC assesses AI governance under the Single Assessment Framework, specifically the quality statements on "Governance, management and sustainability." They look for clear roles and systems of accountability for AI, named governance leads, formal error reporting processes, and evidence that human oversight is maintained over AI-generated outputs. If you cannot show who is responsible for AI decisions in your service, that is a gap an inspector will flag.

CQC Single Assessment Framework →

What does Ofsted expect around AI in education and children's services?

Ofsted evaluates whether organisations have appropriate boundaries on AI use, whether staff understand the risks and limitations, and whether safeguarding is maintained when AI tools are used in settings involving children and young people. If AI is being used in assessment writing, reporting, or communication with families, Ofsted will want to see that professional judgement remains central and that children's data is protected.

Do I need a named AI governance lead?

Yes. The CQC Single Assessment Framework expects services to have clear roles and systems of accountability. A named governance lead is someone in your organisation who takes responsibility for how AI is used, ensures policies are followed, and can explain your approach to a regulator. This does not need to be a new role; it can be added to an existing senior position, but it must be documented and understood across the team.

What should an AI error reporting process look like?

Your error reporting process should allow any staff member to flag when AI produces inaccurate, inappropriate, or biased output. It should record what happened, what action was taken, and what was changed as a result. Treat it like any other incident reporting system: log, review, learn, and improve. Regulators want to see that you have a culture of accountability, not perfection.

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Workforce Readiness

Training, CPD, and Organisational Culture

What AI training do social care staff need?

Social Work England Principle 9 states practitioners must have specific skills and expertise to implement and use AI safely. Training should cover prompt design for accuracy and transparency, recognising AI errors and hallucinations, bias awareness in AI-generated case notes, maintaining professional authorship, and understanding when AI use is and is not appropriate. This is not a one-off session; it needs to be embedded in CPD.

Social Work England Professional Standards →

What is professional authorship and why does it matter?

Professional authorship means that you, as the qualified practitioner, take full ownership of any document or assessment you submit, regardless of whether AI helped draft it. If you used AI to help write a report, you must review every line, ensure it reflects your professional judgement, and be able to defend it. The output is yours, not the machine's.

How do I explain our AI use to a regulator?

Be straightforward: explain what tools you use, what they are used for, what safeguards are in place, and who is accountable. Show your Responsible AI Framework, your DPIA, your training records, and your error reporting logs. Regulators are not looking for organisations that avoid AI; they are looking for organisations that govern it well. If you can walk an inspector through your process with confidence, you are in a strong position.

Does the Digital Care Hub Tech Pledge apply to us?

The Digital Care Hub Tech Pledge is a voluntary commitment. Commitment 2 specifically asks organisations to educate users on how AI models are trained and how data inputs impact outcomes. While not legally binding, signing and following the pledge demonstrates good practice to regulators and shows your organisation takes responsible AI seriously.

Digital Care Hub →

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