Companies are deploying copilots faster than they are redesigning work. The result is often more software layered over the same broken process.
Timeline
AI adoption expanded across office tasks, but many organizations still measure licenses and prompts instead of cycle time, error rates or revenue.
A tool does not create productivity by existing. Workflows, incentives and decision rights decide whether saved minutes become value or another meeting.
Vendors with usage-based value will outlast vendors protected by annual contracts and executive enthusiasm.
What happened?
AI adoption expanded across office tasks, but many organizations still measure licenses and prompts instead of cycle time, error rates or revenue.
Why it matters
A tool does not create productivity by existing. Workflows, incentives and decision rights decide whether saved minutes become value or another meeting.
Background
Companies are deploying copilots faster than they are redesigning work. The result is often more software layered over the same broken process.
Who wins?
Teams that remove steps, close old systems and publish measurable before-and-after results.
Who loses?
Transformation programs that confuse procurement with progress.
Market impact
Vendors with usage-based value will outlast vendors protected by annual contracts and executive enthusiasm.
Nivegu analysis
The productivity debate is not waiting for better models. It is waiting for managers willing to admit which work should disappear.
Different viewpoints
Teams that remove steps, close old systems and publish measurable before-and-after results.
Transformation programs that confuse procurement with progress.
What we know
The central claims in this briefing are tied to the sources below. Analysis and inference are labeled separately; uncertainty stays visible.
✓ SOURCE-BACKEDWhat are you still wondering?
Answers will use this briefing and its cited sources.Sources
Read the evidence, not just our conclusion.
01OECD productivity resources↗Questions, answered.
What is the short version?
Companies are deploying copilots faster than they are redesigning work. The result is often more software layered over the same broken process.
Why does this matter now?
A tool does not create productivity by existing. Workflows, incentives and decision rights decide whether saved minutes become value or another meeting.
What should readers watch next?
Vendors with usage-based value will outlast vendors protected by annual contracts and executive enthusiasm.
