Adoption-led

Look beyond the AI feature.

Examine how far local products take a user from intention to completion. An announced assistant and an end-to-end workflow are very different kinds of adoption.

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Adoption-led / Journey gap

An AI feature isn't a finished job.

Announced

Available

Used

Embedded in journey

End-to-end workflow

Where does the experience stop short?

The question that guides this lens

Where does the local experience stop short?

Illustrative job / Hypothesis

A booking assistant can suggest a time, but a business owner still has to confirm the appointment in the customer's language.

What you work with

An adoption-stage assessment
Experience gaps framed as local jobs
Recommendations with evidence labels

A missing feature is not automatically a business opportunity. Provider announcements do not establish actual use or local compliance.

The adoption ladder

Announced

Available

Used

Embedded in journey

End-to-end workflow

One opportunity. Three perspectives.

Demand-led

What are people trying to do — and where?

Model Radar

What could your product now help someone finish?

From local context to your next move

Your next market is a job, not a language.

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