Picture your month-end, minus the routine coding. In an accounting practice, a bookkeeping agent codes bank lines, proposes reconciliations and drafts journals. As a reviewer, you work through what it holds: transactions it cannot classify, reconciliations that do not balance, VAT treatments it is unsure of, and anything that needs a qualified person. You decide and record why.
What sits in the review queue?
A practice's bookkeeping agent codes most bank lines at depth 3 once it is certified on the practice's own clients. It holds:
- Unclassified transactions: a new supplier, a vague bank narrative, a one-off payment.
- Capital or revenue questions: a large purchase that might be equipment.
- VAT and sales tax treatment that depends on facts the agent cannot see.
- Reconciliation differences above the practice's tolerance.
- Director and related-party transactions, which often have tax consequences.
- Journals the agent has drafted, such as accruals and prepayments.
How do you decide each held item?
- Read the reason it was held. The verdict names the bound: the practice's own limit, the agent's certificate or its scope.
- Check the sources. The bank feed is sealed; a client's explanation by email is declared; an invoice uploaded from outside is external.
- Decide: code it, query the client, or pass it to a qualified accountant.
- Write the reason. "Coded to equipment: invoice shows laptop, above the client's capitalisation threshold."
What you do not decide: tax positions, judgement areas in the accounts, anything the practice reserves for qualified staff. You escalate those with the evidence ready.
What does a day look like?
Take a reviewer we will call Declan, a bookkeeper for twelve years before joining his practice's AI operations team. He starts with ninety held items across twenty-five clients. Sixty are new suppliers he recognises from the clients' businesses: a florist's flower wholesaler, a builder's skip hire firm. He codes them and records each reason, so the agent learns.
One café client shows a payment to the owner's spouse labelled "wages". There is no payroll record. Declan queries the client and holds the item for the client manager, because it may affect the client's tax and payroll obligations. Later, a reconciliation for a retail client is out by a small amount every week. Declan finds the card processor's fees are netted off; he asks the agent owner to add a rule. The agent will not hold that line again.
What goes into the record?
Every decision, its reason and the sources are filed in an append-only record. Your reasons do three jobs: they let a manager check your work, they show a client's file reviewer who decided what, and they teach the agent through rule changes made by the analyst and builder. Specific reasons are better than general ones.
What carries over from bookkeeping, and what is new?
| Carries over | New |
|---|---|
| Knowing what businesses spend money on | Working across many clients in one queue |
| VAT and coding knowledge | Writing a reason for every decision |
| Spotting a reconciliation that is wrong | Reading provenance labels on each fact |
| Knowing when to ask the client | Reporting patterns so the agent's rules change |
You will key almost nothing. Your value is knowing which coding is right and why.
Moving from bookkeeper to AI agent reviewer covers how to make the change, and the cover letter for a bookkeeper applying for AI operations jobs helps with applications. Compare the job for a former compliance analyst, and if you enjoy finding patterns, read about becoming an AI operations analyst as a former bookkeeper. The guide to AI agent jobs and careers covers the rest.
Where the Academy fits
Pryme Intelligence Academy's Operator track trains reviewing, teaching the agent and keeping knowledge current, which matches a bookkeeper's queue. Lessons, labs and tests are free; you pay an issue fee only to be issued the certificate. Module tests are set in your own industry and role, so the cases look like practice work.
Questions people ask
Do I need an accounting qualification to review?
Not usually. Practices want strong bookkeeping knowledge and clear escalation. Judgement areas go to qualified staff.
Will I still talk to clients?
Often, for queries on held items. Some practices route all client contact through client managers, so ask how it works.
Is this only for large practices?
No. Smaller practices adopting agents often give the review role to their most experienced bookkeeper, alongside other work.