Operator work for AI that has to pay off
The straightread
Most companies have already bought the AI. Few are getting anything back. We find where the value is stuck, build the fix, and state where it breaks.
The instrument
Everything measures true,
except one gap.
Every system your company runs reports fine numbers from a distance. The work is measuring the one that matters.
Where the light is
We go straight
to where it breaks.
The straightread lives in the gap. Not the pitch, not the demo: the distance between what you bought and what you are getting back.
88% adopted.
~5% capture value.
The space between those two numbers is the territory. The gap is the work.
Latest writing
All writing- aiAug 2026
Adoption Was Never the Hard Part
Five checks for AI that is not paying off, run in order, stop at the first that fails. Each one names what to run, what good looks like, and the condition that changes the default. Built from the evidence in everything we have published, with every number traced to its primary and every unsourced default labeled as ours.
- aiAug 2026
Autodesk Paid $3.6B for Work Orders. That Is the Market Price of a Feedback Loop.
The largest acquisition in Autodesk's history was not a design tool. It was a maintenance app, bought at roughly 26 times forward revenue, and the CEO's stated reason was contextual data from the physical world. Most companies that bought AI and got nothing back have the same gap and no balance sheet to close it.
- aiJul 2026
Developers Using AI Were 19% Slower. They Reported Being 20% Faster.
Adoption is a measurement claim, and fewer than one in five companies own the instrument that would let them make it. The one controlled trial that put a stopwatch next to the feeling found the two disagreed by 39 points, which is a problem for every self-reported AI productivity number in circulation.