Why accounting firms

AI you can put in front of a number.

Accountants can't work with software that's confidently wrong. In a numbers-critical, regulated profession, an assistant that invents a figure is worse than no assistant at all.

So we build for the opposite. Every output is linked back to its source, the document, the transaction, the schedule it came from. A professional signs off where it counts: the AI drafts, a human decides. And in a multi-client practice, entity scoping and access controls keep each client's data walled off from the next.

That's what makes AI safe to actually use in a firm, rather than a demo that impresses once and never touches a real ledger.

In production

One firm, dozens of clients, every month.

Proof beats promises. Here's one running for real, right now.

Live

A large accounting firm · Central Israel

Every month, the firm built a report for each client by hand, from source material scattered across email and WhatsApp as PDFs, receipt photos, spreadsheets and forwarded documents. We wired an AI pipeline into their email and WhatsApp that reads it as it arrives, extracts what matters, and assembles a structured monthly report per client in the firm's own format.

The result

A scramble became a routine.

It runs in production today, across dozens of clients, at the high accuracy the work demands. The team now reviews the reporting instead of assembling it line by line, so the accountants spend their time on judgement, not collation.

What we build

Five places AI earns its keep in a firm.

Each one built into how your practice already works, not a generic tool you bend to fit.

Bookkeeping

Bookkeeping assistance

Categorisation that learns from your own history: models trained on a firm's past transactions suggest GL codes and keep coding consistent across clients. Reconciliation flags the anomalies worth a human's eye instead of burying them, so routine data entry becomes a review step.

Extraction

Document & receipt extraction

Invoices, bills, receipts and statements read and turned into structured, attachable data, mapped to your chart of accounts and vendor rules. One consistent intake pipeline instead of manual typing, with every figure traceable back to its source document.

Reporting

Reporting insights & commentary

The last mile drafted for you: a first-pass narrative explaining what moved and why, kept source-linked to the underlying numbers. Fully editable and versioned, so the audit trail survives every edit.

Practice ops

Practice management automation

Work allocated by capacity, close-checklist statuses updated automatically, and month-end bottlenecks surfaced before they bite. Built with firm-grade controls: role-based permissions, granular audit logs, and exception handling.

Assistants

Client-aware assistants

Assistants that answer "what changed in cost of sales since last quarter?" with an evidence-linked explanation, and draft client summaries that cite the transactions behind them. Strict access controls and entity scoping keep every client's data separate and every answer inspectable.

Where to start

Not sure which of these fits?

You don't have to pick. We map your firm's month and tell you where AI earns its keep first. Get the roadmap →

Where to start

Not sure where AI fits? Start with a map, not a build.

Most firms don't need convincing that AI matters. They need to know where it's worth it, where it isn't, and what to do first. So we start with a short, fixed-scope engagement that ends in a decision you can act on, not a six-month study.

01

We look at your month

A hands-on walkthrough of how the work actually flows today, intake, reconciliation, month-end and client reporting.

  • Where the hours really go
  • How intake arrives (email, WhatsApp, paper)
  • What sign-off and audit demand
02

We map where AI earns its keep

Every opportunity ranked by value and risk, so you attack the highest-return, lowest-risk work first, and skip what isn't ready.

  • Opportunity & risk map
  • Accuracy and control requirements
  • What to leave alone, and why
03

You get a clear plan

A short, readable roadmap you can take straight to a partners' meeting, the first build scoped, with an honest effort estimate.

  • Prioritised roadmap
  • First build, scoped
  • Clear go / don't-go call
Questions

What firms ask us.

Will this replace our accountants?

No. It removes the collation and data-entry load so your people spend their time on judgement and client relationships, the parts that actually need an accountant.

Read more →

We've heard about AI but don't know where to start. What's the first step?

That's the normal starting point, and it's exactly what the roadmap is for. In two to three weeks we map how your firm works, show you where AI is worth it and where it isn't, and hand you a prioritised plan, before you commit budget to any build.

Read more →

Is each client's data kept separate?

Yes. Multi-client work is built on strict entity scoping and role-based access, so one client's data never leaks into another's, and every response is attributable back to its source.

Does a human still sign off on the numbers?

Always. The AI drafts, extracts and suggests; a professional reviews and decides. In a regulated profession that human sign-off is not optional, so we design for it rather than around it.

Do we need clean, organised data before we start?

No. Messy, scattered intake (email, WhatsApp, photos of receipts) is the normal starting point, and structuring it is part of the work. We tell you upfront how much of that a given workflow needs.

Read more →

Start with a map of your firm.

Book your roadmap session Thirty minutes, no slides. Bring one monthly process and we'll tell you honestly what AI can take off your plate.