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

A FullSession report · 2026
Why AI inside the application is the next digital adoption decision.
Download the report ↓From use to useful 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.
Read public research on AI use, fragmented work and assistance, with sources and limitations alongside the findings.
Follow an onboarding journey or a case across systems. Identify the missing information at the step that matters.
Define a first useful result or a correctly completed case. Compare outcomes instead of assuming improvement.
A framework from the report · FullSession view
What the screen means, what the action changes and how to check the result.
Their goal, role, current step and progress so far.
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



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