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Insight · 6 minute read

Why AI in Accounting Fails the IT Review

It is rarely the model that sinks a rollout. It is the five questions your IT lead asks in the first ten minutes, and whether anyone can answer them without a call back to the vendor.

By the Archie team August 2026 Filed under: security, procurement

The pilot goes well. A partner sees a month-end pack drafted in eleven minutes and asks how quickly it can go firm-wide. Then it reaches the person who owns your Microsoft tenancy, and it stops for four months.

This is not obstruction. Your IT lead is being asked to vouch for a system that reads client financial records, and the questions they ask are the same five every time. Firms that lose momentum here are almost never let down by output quality; they simply cannot show where the data sits.

The five questions, in the order they arrive

01
Where does client data live? Named region, named retention window. “The cloud” ends the conversation.
02
Is it used for training? The only durable answer is no, in writing, with a contractual hook.
03
Who can see what? Access has to follow your existing client boundaries, not a flat workspace everyone shares.
04
Can you show me a decision? Not a log of prompts — the reasoning, the source documents and the approval, for one real run.
05
What happens when it is wrong? Who is notified, what is reversible, and where the correction is recorded.

The firms that clear review fastest are the ones that bring the trace to the first meeting instead of the demo.

What we see across 400+ rollouts

Bring evidence, not assurances

A demo answers a partner's question — can it do the work. It answers none of IT's. What moves a review along is a single completed run with its citations, its approval and its retention setting visible in one place, plus the data-processing terms attached.

Put your IT lead in the second meeting rather than the sixth. The questions do not get easier later, and answering them early usually turns your skeptic into the person who sponsors the rollout.

If it helps, take our answers to those five questions as your starting checklist and hold every vendor, us included, to them.

Evidence
Our answers to all five, in the trust center →
In practice
How one firm cleared review in nine days →

Bring your IT lead to the first call

We would rather answer the hard questions early than charm you now and stall in procurement later.

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