AI in finance operations: what accounting firms should automate first after this week's push into the sector

Businesses that work in finance have spent the last two years hearing the same promise: faster work, lower admin, fewer delays. This week’s Latent Space roundup on AI in finance made the same point more bluntly: finance is becoming one of the next big operational use cases.

For accounting firms, fund administrators, and corporate service providers, that matters less as a technology headline and more as an operations question. If this shift is real, where should a firm start first?

Our view: not with flashy client-facing demos, and not with generic chat tools. Start where work is already repetitive, slow, and expensive — especially around client onboarding and counterparty checks. That is where teams lose hours, clients lose patience, and fee-earning staff get dragged into admin.

AI in finance operations starts with onboarding bottlenecks

In most firms, onboarding slows down long before the actual risk decision.

The delay usually comes from the middle:

1. requesting missing company documents
2. checking whether files are complete
3. chasing directors, shareholders, or intermediaries
4. triaging cases into simple vs. complex
5. moving the right file to the right person

None of that work is high judgment. But it still lands on experienced staff because nobody wants a client to stall.

That is why we think the best first use case in finance operations is compliance pre-screening. A well-scoped system can collect required information, flag what is missing, route complete files forward, and keep following up without a human manually sending every reminder.

If you want a practical picture of the bottleneck, our earlier post on the counterparty screening workflow for accounting firms shows where manual back-and-forth usually creates the biggest delays.

What accounting firms should automate first

If a managing partner or operations lead is evaluating where to begin, we would prioritise these five areas.

1. Missing-document follow-up

This is usually the easiest win.

A client sends six of the nine required items. Someone on your team notices two days later. Another email goes out. Then a reminder. Then a phone call.

That sequence is simple, repeatable, and time-consuming. Automating the follow-up alone can remove a surprising amount of admin from onboarding teams.

2. First-pass document completeness checks

Before a senior person even looks at a file, someone has to confirm whether the basics are there: certificates, IDs, proof of address, shareholder information, source-of-funds documents, and so on.

The goal here is not to replace judgment. It is to stop senior staff spending time opening half-complete files.

3. Counterparty intake from email

Many firms still receive onboarding packs through scattered email threads. That creates version confusion, duplicate requests, and poor visibility.

A better first step is to pull inbound material into one structured intake flow, so the team can see what has arrived, what is missing, and what needs escalation.

4. Risk-based routing

Not every case deserves the same handling time.

A simple local company with clean documentation should not sit in the same queue as a multi-layer foreign structure. Routing straightforward files to one lane and complex files to another is often more valuable than trying to automate everything at once.

5. Status updates for clients and internal teams

A lot of friction comes from people asking for updates, not from the work itself. Clients ask whether anything else is needed. Relationship managers ask compliance what is pending. Partners ask ops why a file is still open.

Giving everyone a clearer live status reduces interruptions and shortens the time spent answering internal questions.

Where firms waste money by starting in the wrong place

The wrong first project is usually something impressive but low-volume.

For example, some firms start with a polished front-end assistant before fixing the messy handoff into onboarding. That creates a nicer first interaction, but the client still falls into the same slow queue behind the scenes.

Others try to automate final compliance decisions immediately. That is usually too ambitious for a first step and creates unnecessary resistance inside the team.

The better approach is narrower: remove admin from the part of the process that everyone already agrees is painful.

That is also why we often advise firms to measure success in operational terms first:

• fewer touches per file
• less time spent chasing documents
• shorter time from first contact to complete file
• fewer onboarding cases stuck in limbo

Those numbers matter more to a business than whether the tooling looks clever.

What this week's finance story means for operators

The finance sector getting more attention is not the story by itself. The real story is that operational teams now have permission to stop treating this as experimental.

If you run an accounting firm, the question is no longer whether these systems can help somewhere. The question is whether your team is still paying senior people to do work that should have been structured, chased, and routed automatically months ago.

The firms that move first will not necessarily be the biggest. They will be the ones that pick a narrow process, define the handoffs clearly, and fix an expensive bottleneck end to end.

For many firms, that bottleneck is still KYB and client onboarding.

Want this kind of agent quietly running parts of your operation? Chat with us — we’ll scope a pilot for your specific shape of business in 15 minutes.