Product demo · One real team journey · Step 5 of 7

AI Adaptation

Make the same AI easier to use for the person and safer for the task.

1Profile 2Team 3Relationship 4Manager 5AI Adaptation 6Real Work 7Evidence

Why this mattersCustomer value: get more from the AI you already use by changing detail, autonomy and verification for the task.

Task A · Low-risk follow-up

Concise, autonomous support

Detailconcise

Autonomyhigh autonomy

Verificationneutral

Human approvalneutral

Task B · High-risk contract

More evidence and human control

Detailhigh

Autonomylow

Verificationhigh

Human approvalhigh

Same person. Different task and risk. Different AI behaviour.
Anna's concise and autonomous preferences stay active for the follow-up. The high-risk contract requires more detail, verification and human approval.

Technical status: existing mcp facade · the full why remains available in the resolution trace.

Better manager communication. More usable AI. Evidence before scale.

The Founding Pilot gives a limited number of early partners preferential access at €2,700 before standard pricing applies.

End-to-end workflowGuided implementationReal business use caseClosing decision review

Pilots are organizational engagements—not per-person assessments. Connector availability depends on deployment.