Banya LabsBanya Labs/Automations/Task Gravity & Adoption Assessor
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Change Management & UX
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Task Gravity & Adoption Assessor

Role: Human-AI Interaction & Workflow Auditor

Protocol & Health Status

Adoption Risk Rated

Operational Overview

Applies the Three-Bucket Sort to project tasks to prevent adoption failure caused by automating identity-critical work.

Analyzes user stories, task automation specs, and workflow designs against Chapter 6 principles. Categorizes proposed automations into Hate Drains, Enjoyable/Choking, or Identity-Critical. Identifies features at risk of reaching only 15% adoption and recommends human-in-the-loop redesigns to protect meaningful human work.

PIPELINE CONSOLE

Live Execution Steps

>Extract target user tasks and operational goals from project documentation.
>Classify each task using the Three-Bucket Sort framework.
>Flag automations that touch identity-critical human skills or core relationship touchpoints.
>Output revised UI/UX workflow specs featuring explicit human-agent handoffs.

Key Integration Benefits

  • Prevents silent staff sabotage and low adoption rates by protecting identity-critical tasks.
  • Focuses automation engineering on high-volume, low-meaning work ("Hate Drains").

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