She asked how we hit the dates.
An executive.
So I showed her.
The same framework we run on clinical and fin AI,
we run on ourselves.
Nobody was missing.
The work still almost buried us.
Thirty tools.
One operator.
The pod.
Us.
Early on we chased the perfect tool.
The one that would finally do it all.
It does not exist.
What we ended up with
was an extension bar full of connectors.
The tools became the work.
So we stopped adding.
We spent the time to find the handful
that actually fit the workflow.
The cost dropped.
The signal got clearer.
That handful changed what a small team could do.
Agents now carry the research
when we hit the road
to evaluate AI deployments.
The load lifts.
The judgment does not move.
Every output still gets a name
before it counts.
Because what we produce
shifts how a system runs.
That lands on clinicians.
On risk officers.
On patients and customers.
An agent can carry the task.
It cannot hold the outcome.
↳ The Governance Owner
names what the agent is authorized to do.
↳ The Decision Owner
holds the call.
↳ The Handoff between them
is where the gap closes.
We do not just teach named ownership.
We run on it.
The same ecosystem we evaluate
is the one we practice inside.
A handful of researchers
using agents the right way
is the microcosm.
The thinker stays human.
The machine takes the labor.
The name stays on the outcome.
The Accountability Gap™ (TAG™)
does not open when you bring in agents.
It opens when the agent carries the work
and nobody carries the outcome.
You already know which tools in your stack
you are still the operator for.
Put a name on the rest
before what they produce
reaches someone it can harm.
Mo Johnson, MD MBA is a cardiothoracic surgeon and the founder of GPe Research. He created The Accountability Gap™ (TAG™), which names the moment the AI stops and the named owner starts. MedicoVigilance™ covers clinical AI. FinVigilance™ covers financial AI. Field Notes are short dispatches from the accountability frontier, published at tagframework.com.
Follow the work on LinkedIn: linkedin.com/in/mo-johnson