What we found

Sometimes the answer isn't AI.

Troy S. is a manufacturer's rep for specialty building products. The assessment found one job quietly eating his week. The fix had nothing to do with AI.

The job
Substitution requests
Before
30 to 60 min each, by hand
Now
About 5 min to review
Back in his week
Roughly 7.5 hrs
The fix
Process automation

What was leaking

A substitution request is an ordinary part of the job.

A contractor has a specific product written into the spec and wants to swap it for something else. Maybe the specified item is on backorder. Maybe there's an equivalent that costs less. Either way, somebody has to answer.

Answering means building a package: the two products laid out side by side, the specs that have to match, the data sheets, and the case for why the swap holds up. Then an architect or engineer reads it and decides.

Troy built that package by hand. Every time.

Thirty to sixty minutes spent pulling the same kinds of documents into the same shape, request after request.

So most of them didn't get done.

That's the real cost. Not the hour. It's every request that sat in his inbox because he didn't have an hour that day.

What the assessment found

We didn't start with a tool. We started with Troy's week and asked where the time was actually going.

Substitution requests came up right away. Once we walked through one, the job split cleanly in two.

One half is judgment. Is the swap genuinely equivalent? Will it get accepted? Is this something Troy wants his name on?

That half is Troy, and it should stay Troy.

The other half is assembly. Pulling the same documents. Laying out the same comparison. Formatting the same package the same way.

That half doesn't need a person. It doesn't need AI either. It just needs the steps to happen in order without somebody doing them by hand.

That's a boring answer.

It's also the right one.

What got fixed

The assembly half now runs on its own. The judgment half didn't move.

Step Before After
Pull the specs and data sheets By hand, every request Runs on its own
Lay the products side by side By hand, every request Runs on its own
Format the package By hand, every request Runs on its own
Decide whether the swap holds up Troy Troy
Time per request 30 to 60 minutes About 5 minutes to review

The package now arrives already built. Troy reads it, makes the call, and sends it.

About five minutes.

That gives him roughly 7.5 hours back every week. More importantly, the requests that used to sit now get answered.

That part never shows up in an hours-saved number. It's probably the bigger half.

The point

None of this was AI.

That matters, because the reason to run an assessment isn't to end up with AI. It's to find the jobs in your week that are costing you, then choose the right fix for each one.

Sometimes the right fix is AI.

Often it's a form, a template, or a set of steps that run in order without you standing over them.

If the only thing somebody sells is AI, every finding is going to look like AI.

I'd rather give you the boring answer when the boring answer is the one that works.

The assessment reads your week the same way it read Troy's:

Which jobs are costing you. Which fix fits. And what changes when the work stops leaking.

From a week like yours

  1. Assemble the package by hand this one · 30 to 60 min
  2. Answer the ones still sitting this one · every week

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