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A FullSession report · 2026

The
Context Gap

Why AI inside the application is the next digital adoption decision.

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40 pages · Public research + FullSession’s perspective

From use to useful work

AI use is one measure.
So is finished work.

Answering a question is useful. Completing a task also takes an understanding of the application, the person’s goal and what the assistant is permitted to do.

The Context Gap examines what it takes to carry that understanding into the work, and how to measure what changes.

01

Understand the evidence

Read public research on AI use, fragmented work and assistance, with sources and limitations alongside the findings.

02

Find where context is lost

Follow an onboarding journey or a case across systems. Identify the missing information at the step that matters.

03

Decide what to measure

Define a first useful result or a correctly completed case. Compare outcomes instead of assuming improvement.

A framework from the report · FullSession view

Useful help needs context.
Action needs permission.

The application

What the screen means, what the action changes and how to check the result.

The person

Their goal, role, current step and progress so far.

The connected case

The relevant records in other systems, where access is established.

More context never grants more authority. Permissions remain a separate decision, controlled by the organization.

Inside the report

See the thinking.
Then apply it to your work.

Report page 15: two illustrative journeys showing where context is lost
Follow the task: two journeys, one pattern.
Report page 22: context inputs, authority and the outcome check
Separate context, authority and evidence.
Report page 35: questions for a measurable evaluation
Prepare an evaluation you can measure.

Two readers. A shared question.

Product teams

For teams responsible for adoption in customer-facing products, portals and internal web apps. Consider the user’s first useful result and the help needed to reach it.

The Digital Adoption perspective

Operations leaders

For leaders responsible for work across the applications their teams use. Examine recurring rework, handoffs and correctly completed cases.

The Workforce perspective

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A clearer way to evaluate AI in the work.

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Cited public research, FullSession’s interpretation and clearly labelled illustrative examples. This is not an original FullSession survey.

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