Benefits and grants application review

• Every application is read and its evidence extracted within minutes, whatever form it arrives in.
• The scheme's eligibility rules run as tested, versioned code, not as a model's opinion. The same facts always give the same answer, and the officer sees which rule produced it.
• Gaps are found on day one, and a clear request for the missing evidence is ready for an officer to send, in plain English.
• Each application reaches an officer with a draft assessment: the facts found, the rules applied, the calculation, and anything that needs their judgement.
• Fraud and error checks run on every application in the same way, and produce leads for a trained person to look at, never an automatic refusal or stopped payment.
• An officer decides every award and every refusal, and every step is logged so the council can explain and defend each decision.

• ICOAutomated decisions (UK GDPR, as amended by the Data (Use and Access) Act 2025)
  →

  Since 5 February 2026, the strict limit on solely automated significant decisions applies mainly where special category data is involved, and applications often include health or disability evidence. Every other significant automated decision needs safeguards: telling people, letting them make representations and contest it, and human intervention. An officer making every award and refusal keeps the design clearly within the rules.

• ICOUK GDPR and the Data Protection Act 2018
  →

  The lawful basis is the council's public task, not consent. That means a DPIA before the pilot, using evidence only for the scheme it was given for unless the law allows more, processing in the UK, a clear retention period, and a contract that stops providers training their models on applicants' data.

• Equality and Human Rights CommissionPublic Sector Equality Duty (Equality Act 2010, s149)
  →

  The council must have due regard to equality when it designs and runs the service. Record an equality impact assessment before the pilot, test outcomes and fraud flags by group, and keep a non-digital route for people who can't use the online form.

• GDSAlgorithmic Transparency Recording Standard (ATRS)
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  The ATRS is mandatory for central government departments and arm's-length bodies that serve the public, for tools that significantly influence decisions about people. Councils aren't yet required to use it, but many publish records voluntarily. Publish one before go-live: it's the simplest way to show residents what the tool does and doesn't do.

• Cabinet OfficeCounter fraud and grants standards (GovS 013 and GovS 015)
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  The counter fraud standard expects fraud risk to be assessed and managed. The grants standard requires a proportionate fraud risk assessment and due diligence for every central government scheme. Councils use the same approach as good practice. Checks run on every application, flags are explained, and a trained person decides what happens next.

• Cabinet Office and DWPPublic Authorities (Fraud, Error and Recovery) Act 2025
  →

  Royal Assent on 2 December 2025, with most provisions commenced in stages during 2026. It gives the Public Sector Fraud Authority powers to investigate and recover fraud against public bodies outside tax and social security, with codes of practice and independent oversight. Its benefits measures keep a member of staff involved in every entitlement decision. Design the same way: data can raise a question, but a person answers it.

• BIST and the CMASubsidy Control Act 2022 (business grants)
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  A grant to a business or a trading charity can be a subsidy. The scheme's subsidy basis, any cumulative allowance per enterprise, and the duty to publish larger awards on the subsidy database (currently those over £100,000) all become rules in code and fields in the case record.

• HM TreasuryManaging Public Money (central government) and the section 151 officer (councils)
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  Public money must be spent with regularity, propriety and value for money. Keep a clear trail from each award to the scheme rules and the evidence, and keep the approval limits in the platform's permissions, not in a prompt.

On a phone, the table shows the platform you pick. Sovereign / on-prem means open, portable components you can run in your own data centre or with a UK or European provider; IONOS is shown as one example, and others exist. What sovereign cloud means →

• A named owner for each scheme's rules, with sign-off of the rules and worked examples before any change goes live.
• An exception queue for applications the AI can't read or isn't sure about, with a clear owner and a target time.
• Override rules, so officers know when and how to disagree with a draft, and their reasons are captured.
• A weekly review of a sample of drafts and flags, including refused applications and flagged ones that turned out to be genuine.
• An equality impact assessment before the pilot and quarterly outcome reports by group, owned by the head of service.
• Officers and counter fraud staff trained before go-live, including what the AI can't see and how to explain a decision.
• An ATRS record published before go-live and updated when the tool changes.

1. 3–4 weeks

   Discovery

   Map today's process for each scheme, measure the baseline, check data access, write down the rules, and pick the first scheme.

2. Gate · must be true to passBaseline agreed, rules and worked examples signed off, DPIA and equality impact assessment started, counter fraud and finance involved.

3. 8–10 weeks

   Pilot

   One scheme, in shadow mode: the AI drafts, officers work as normal, and the two are compared.

4. Gate · must be true to passExtraction accuracy and rule results within agreed limits, no group worse off, fraud flags explainable, DPO and section 151 officer content.

5. 4–6 weeks

   Production

   Drafts go live for the first scheme, with monitoring, support, a rollback plan and the ATRS record published.

6. Gate · must be true to passMonitoring, support model, rollback plan, officer training and ATRS record in place.

7. Ongoing

   Scale

   Add schemes one at a time, starting with the next grant round, and reuse the rules engine and evidence reading.

8. Gate · must be true to passEach new scheme passes the same pilot gate, with its own rules sign-off.

R ResponsibleA AccountableC ConsultedI Informed· not involved

Where I'd fit

1. 1

   Goes wrong

   The model is asked whether someone is eligible, and gives a different answer on a different day.

   How the design avoids it

   Eligibility runs as tested code from signed-off rules. The model reads and drafts; it never decides.

2. 2

   Goes wrong

   A data match is treated as proof, and a genuine applicant is refused or left waiting.

   How the design avoids it

   Every flag goes to a trained person with the evidence behind it. No refusal, suspension or delay happens because of a flag alone.

3. 3

   Goes wrong

   The online route works well, so the phone and paper routes are quietly run down.

   How the design avoids it

   Keep every channel feeding the same flow, and report outcomes by channel as well as by group.

4. 4

   Goes wrong

   A new grant scheme opens with rules nobody has written down precisely.

   How the design avoids it

   Write the rules and worked examples before the scheme opens, and test the code against them.

5. 5

   Goes wrong

   Information governance and equalities see it a week before go-live.

   How the design avoids it

   DPIA, equality impact assessment and ATRS record at the discovery gate, not the production gate.

1. 2026–2027
   The ICO's code of practice on AI and automated decision-making

   Regulations in force since May 2026 require the ICO to produce a statutory code. Keep the decision log, the explanations and the officer review records in a form you could show the ICO.

2. 2026–2027
   The Public Authorities (Fraud, Error and Recovery) Act 2025 bedding in

   The Public Sector Fraud Authority's new powers and codes of practice came into force in stages during 2026, with independent oversight and published reports. Expect closer scrutiny of how public bodies find and act on fraud and error. Keep every flag, its evidence and the officer's decision on record.

3. Over time
   The ATRS extended beyond central government

   The government has said it intends to extend the mandatory standard across the wider public sector over time. Publishing a record now means the council is ready if the requirement reaches it.

4. April 2027 to April 2029
   Local government reorganisation in England

   Most two-tier areas are being replaced by new unitary councils, with most vesting days in April 2028. Schemes, rules and systems will be merged. Keep each council's scheme rules as separate, versioned code so they can be compared and combined, not untangled.

5. Late 2026–2028
   The Cyber Security and Resilience Bill

   Medium and large managed service providers come into regulation for the first time. Expect your IT and AI suppliers to face new duties, and your contracts and supplier assurance to need updating.