World Model Readiness Inside the work, or beside it

Module · Inside the work, or beside it

The Team AI Workflow Check

The gap between a team that got value from AI and one that just bought licences is almost always the same: whether the AI sits inside the daily workflow or off to the side in a separate tab. AI beside the work adds steps, creates handoffs, and quietly duplicates effort. AI inside the work removes friction and gives time back. This module checks the five things that decide which one you have: whether AI lives in the tools your team already uses, how much friction sits at the handoffs, whether AI and people are redoing each other's work, who owns the workflow, and whether you can actually measure the time it saves.

Question 1 of 5 · AI is in the tools

Does AI live inside the tools your team already uses, or in a separate tab?

AI that lives in its own window is AI your team has to remember to go and use, and mostly they will not. Value shows up when the AI is inside the inbox, the document, the ticket, the place the work already happens. Integration is not a technical nicety; it is the difference between a tool that gets used and one that gets forgotten.

Question 2 of 5 · Handoffs are smooth

When work passes between AI and people, how much friction is there?

Every handoff between a person and an AI is a place where context gets lost, formats do not match, and someone has to reshape the output before the next step. Smooth handoffs make the AI feel like a teammate; rough ones make it feel like extra work with a middleman. The friction at the seams is where the promised time savings quietly leak away.

Question 3 of 5 · No duplicated work

Are your people and your AI quietly redoing each other's work?

A common failure is invisible: the AI drafts it, then a person rewrites it from scratch, or two people both check what the AI already produced. The tool was supposed to save effort and instead added a parallel track. If nobody has looked, assume some of this is happening, because it usually is.

Question 4 of 5 · Workflow has an owner

Does anyone actually own how AI fits into your team's workflow?

An AI workflow that nobody owns is one that nobody improves. It gets set up once, drifts as tools and needs change, and slowly decays while everyone assumes someone else is tending it. A named owner is the difference between a workflow that gets better and one that quietly rots.

Question 5 of 5 · Time savings measured

Can you show the time AI actually saves your team, or just claim it?

Almost every team assumes its AI tools save time; far fewer have measured it. Without a number, you cannot tell a genuine win from a comfortable belief, you cannot justify the spend, and you cannot find the workflows where the AI is actually costing time. A rough measured figure beats a confident guess every time.

For the statistics · one click each

Three questions for the public picture

These do not affect your score. They feed the anonymised, aggregated statistics; groups under 8 respondents are never shown.

Where does AI sit relative to your team's daily tools?

A separate tab
Copy-paste between tools
Inside the main tools
Native to the workflow
We do not use AI yet

Who owns how AI fits into your team's workflow?

Nobody
Unclear
A named person
An owner actively improving it
Not sure

Have you measured the time AI saves your team?

Never measured
Anecdotes only
Rough estimates
Measured properly
No AI in the workflow

Your context

Used to calibrate the report. Company size and sector remain in the anonymized dataset; your email does not.