There’s a specific threshold in professional services that determines whether an AI tool changes behavior or just assists it: can the output go to the investment committee without a human rewriting it first?

Below this threshold, the AI is a research assistant. The analyst uses it to gather information faster, but then produces the deliverable themselves. The workflow is faster, but structurally unchanged — the analyst is still the author of every document that leaves their hands.

Above this threshold, the AI is part of the workflow. The output is formatted for direct delivery. The citations are in the right place. The structure matches what the committee expects. The analyst reviews and approves rather than rewrites. This is a fundamentally different relationship between the analyst and the tool.

The interesting thing about this threshold is that it’s not primarily an accuracy question. Investment committee memos have always contained estimates, assumptions, and projections that are acknowledged as uncertain. Professional judgment has always carried risk. An AI that gets 93% of lease terms right is within the tolerance range of professional work — the analyst is checking the remaining 7%, not verifying 100%.

What actually determines whether output clears the threshold is format and context. Does the output speak the language the committee expects? Does it flag the right things in the right way? Are the source citations present so any committee member can verify a specific number in thirty seconds? Does the structure match the firm’s standard memo format?

These are solvable problems if you know enough about the domain. They’re not solvable by a general-purpose AI that doesn’t know what a cap rate is or what a co-tenancy clause risks to the proforma.

The tools that are crossing the IC-ready threshold are domain-specific. They produce output in the format the profession expects because they were built by people who know what that format is. Accuracy is necessary but not sufficient. Format, language, and citations are what take output from “useful research” to “approved for delivery.” +++