AI for accountancy firms: what to automate first

Where the time usually goes

Much of a practice’s capacity is consumed before any real accounting happens: waiting for records, opening attachments, keying figures and asking clients for the same missing items again. That is where automation tends to pay off first.

The technical judgement, advice and sign-off are the valuable parts. The aim is to give your team more time for them, not to replace them.

What to automate first

1. Document and receipt capture: read invoices and receipts, extract supplier, date, VAT and totals, and file them to the right client.
2. Client chasing: scheduled, polite requests for missing records, with escalation to a named person.
3. Reconciliation prep: match bank lines to captured documents, and surface the unmatched items for a human.
4. Query handling: log common client questions and draft routine replies for review.
5. Review workflows: route prepared work to the right reviewer with checklists and a clear status.

Human review and accountability

AI output can be wrong or confidently misleading. Your firm remains responsible for the accounts, returns and advice it issues, and your professional obligations do not move to a tool. Build review steps in, and record who checked what.

Use confidence flags so uncertain items are examined by a person, and sample the automatic ones to confirm accuracy over time. Check your regulator’s and professional body’s current guidance on technology use.

Client confidentiality

• Use services under proper business terms, with written processor agreements.
• Confirm in the provider’s terms that client data is not used to train models.
• Know where data is processed and stored.
• Restrict access by client and role, and keep logs.
• Tell clients how you use technology, in your engagement letter or privacy notice.

Rolling it out

Pilot with a small group of clients who are co-operative and have manageable volumes. Run the new process alongside the old one for a period and compare results.

Check how it fits with Making Tax Digital workflows and your practice management or accounting software. Expand only when the team trusts it, and keep an eye on where staff still end up doing manual workarounds.

Frequently asked questions