AI & Automation

AI tooling in the firm, honestly assessed

Worth piloting in narrow, high-volume processes

A field review of where AI tooling is actually earning its place inside accounting and advisory firms in 2026 — and where it is still mostly noise.

Practice Insider
Verdict

The short answer

AI tooling is doing real work inside well-run firms in 2026 — but almost none of that work looks like the marketing. The wins are narrow, operational, and quietly compounding. The losses are loud, broad, and almost always rolled out without a clear use case.

Good for
  • Document classification and data extraction at volume.
  • Drafting first passes of standardised client communications.
  • Internal knowledge retrieval against the firm's own materials.
Where it falls short
  • Anything requiring genuine professional judgement still needs a human.
  • Broad 'AI for the firm' rollouts without a defined process to improve.
  • Tools sold as autonomous agents in regulated workflows.
Who it suits

Operators willing to scope AI to one or two specific, measurable processes, run it for a quarter, and decide on evidence rather than enthusiasm.

There is more noise around AI tooling in the profession than around any other category of software in a decade. Cutting through it requires the same discipline operators apply to any other tooling decision: define the process, define the measure, and run a real pilot.

Where it is actually working

Document workflows, structured data extraction, internal knowledge retrieval, and first-draft client communications are the four areas where serious firms are quietly seeing returns. Each is narrow, each is measurable, and each compounds when run consistently.

We stopped trying to do AI. We started trying to fix one process at a time. That is when it began to work.
Operator take

The firms getting value here are not the ones with the most ambitious AI strategies. They are the ones who picked one painful, repetitive process, applied AI narrowly, measured the result, and then moved to the next one. Boring, sequenced, and effective.

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