AI can amplify a workflow problem. Check the technical cause too.

AI amplifies what it finds.

Clarity and capable teams: it accelerates. Organizational disorder: it exposes.

Consider this diagnostic scenario. A company has documented procedures but the team still needs several unofficial steps to finish the job.

The CEO tells me: the processes are documented. We have SOPs. We are more organized than most companies our size.

Then we start mapping the actual workflow. Not the documented one. The real one.

The spreadsheet three people maintain in three different formats. The customer records built for one purpose and repurposed six times. The process the senior analyst runs in her head because writing it down takes too long and she knows it by heart.

The review has to compare both versions.

Test the gap against real cases

AI runs on the real version.

In practice: data that was never meant to be used at scale. Records that are good enough for humans to navigate because everyone knows to call Claire when the version in the system is wrong. Processes that live entirely in the head of the person who has been there nine years. Decisions routing through one person because nobody ever built a system to handle them.

And then the invisible things. The output of one team feeding three other processes nobody formally connected. The Monday report someone generates manually because the automation broke two years ago and the workaround became permanent.

None of this is unusual. It is how most functioning companies actually work.

The question is what happens when you build AI on top of it.

Bad source data and missing exceptions can amplify errors. Model limitations, a broken connector or a retrieval defect can also be the cause. Test each layer before blaming the organization.

Scope a correction to the evidence. Replay a failing case after fixing the source, rule or technical defect, and check the affected neighboring cases before release.

What does AI find when it enters your company?

Use the SOP-versus-reality exercise for the process layer, then test the agent and connectors separately.