Checking an eligibility draft against its sources decides more casework outcomes than anything else, so it comes first. Caseworkers then need to recognise vulnerability the agent may miss, explain decisions in terms a person can challenge, keep significant decisions with a person, and read the record well enough to answer an appeal. That is the ranking.
Why do caseworkers need a ranked list?
Caseworkers in benefits, housing, licensing, social care support and similar services make or prepare decisions that affect people's lives. Agents can take much of the preparation: gathering evidence, checking it against eligibility rules, drafting decision letters and chasing missing documents. That leaves caseworkers with judgement, but also with a flood of drafts to review.
Public bodies carry additional transparency and fairness duties, and under the EU AI Act some public uses are high-risk. Training time is limited. Knowing which skills decide outcomes most often helps teams focus.
Which skills matter most, in order?
- Checking eligibility drafts against sources. Every fact is stamped sealed, signed, declared or external. A record from another public body may be sealed; a landlord's letter is signed; the applicant's statement of circumstances is declared. Caseworkers must check that the facts the decision turns on rest on evidence strong enough for the rule. This is the skill used on almost every case.
- Recognising vulnerability. People in crisis, with disabilities, limited language or caring pressures may express themselves in ways the agent reads as routine. Caseworkers must notice what the agent missed and adjust how the case is handled.
- Explaining decisions. A person affected by a decision should be able to understand and challenge it. Caseworkers must make sure the decision letter states real reasons, traceable to evidence, not plausible generic wording.
- Keeping significant decisions human. GDPR Article 22 gives people rights around decisions based solely on automated processing with legal or similarly significant effects. Caseworkers must engage with each such decision, not approve the agent's recommendation by default.
- Reading the record for appeals. Every verdict is filed in an append-only record with the bound that decided it. When a decision is challenged, the caseworker must show what the agent drafted, what evidence was used and who decided.
- Knowing depth and lapses. The agent may chase documents at depth 3 and draft decisions at depth 2. A certificate lasts 90 days; a run that clears no depth drops it to depth 1 the same day, and chasing stops.
What does the agent do, and what stays with the caseworker?
| The agent | The caseworker |
|---|---|
| Gathers evidence and checks completeness | Judges whether evidence is sufficient |
| Applies eligibility rules and drafts a recommendation | Decides the case |
| Drafts decision letters with reasons | Confirms reasons are accurate and clear |
| Chases missing documents | Decides how to support people who struggle to provide them |
Customer support agents and paralegals rank skills differently; compare which skills matter most for customer support agents and which skills matter most for paralegals.
What does the top skill look like in a case?
Take a council's housing support team. An applicant for emergency housing help states she is fleeing domestic abuse. The agent checks eligibility, finds no supporting evidence on file, and drafts a request for evidence with a holding decision. The draft is held because all housing decisions need a caseworker.
The caseworker checks the sources. The applicant's statement is declared, and the rules in this service do not require documentary proof for initial support in these circumstances. The agent applied an evidence standard from a different scheme. The caseworker approves interim support, refers the applicant to specialist services, and notes "evidence standard from wrong scheme applied". The builder corrects the agent's sources before the next qualification round.
Public sector teams in Australia and Italy face different rules; see caseworker training in the public sector in Australia and in Italy.
The argument for caseworkers as the deciding check is in why caseworkers are the real control, and the full role map is in AI agent skills by role.
Where the Academy fits
Caseworkers who review agent drafts daily take the Operator track at Pryme Intelligence Academy, with module tests set in public services and their own role. Its practicum is two weeks of real review decisions signed off by a Pryme assessor. Public bodies can show certified staff on a public register that lists name, credential and expiry.
Questions people ask
Can the agent refuse an application?
It can draft a refusal with reasons for a caseworker to decide. Significant decisions about people stay with a person.
Should applicants know an agent was involved?
Yes. Transparency is part of public duty, and people should know how their case was handled.
How should caseworkers handle a high volume of drafts?
Prioritise by impact and by weak evidence. Provenance shows which drafts need the closest look.