packtpublishing/ai-for-everyday-automation/07-task-extraction

From Chaos to Tracked Tasks

Extract tasks from any source and push them directly to the user's project tracker.

From Meeting Transcripts

1. Extract action items: task (specific), owner (from transcript), deadline (or TBD), context, priority (H/M/L)
2. Flag ambiguous ownership as NEEDS CLARIFICATION
3. Present for review, then create in task tool after approval
4. Also generate meeting packet and save to Drive

From Email (Weekly Hygiene)

Search Gmail for the specified period. Identify requests and commitments. Check if already completed. Present list: task, source email, owner, deadline, status. Create tasks only after approval.

Best practice: run weekly, not daily. Daily produces false positives.

From Documents

Accept pasted content, uploads, or read from Drive. Same extraction pattern.

The Weekly Status Sweep

The most powerful workflow:

1. Read ALL tasks from the task tool
2. Search Drive for meeting packets from the past week
3. Search Gmail for untracked commitments
4. Produce reconciled view: OVERDUE, DUE THIS WEEK, NEW ITEMS (propose creation), COMPLETED (propose marking done), BLOCKED

Create/close only after user approval.

Task to Status Summary

Read project tasks. Generate: overall status, completed count, in-progress with owners, overdue list, risks, recommended priorities. Under 300 words.

Handling Ambiguity

Extract ambiguous items but mark NEEDS CLARIFICATION. Present with context and ask user to confirm ownership and deadline before creating.