Meeting Action Item Extractor for Agencies
An AI agent that handles meeting action items for operations teams in agencies & consultancies businesses. Triggered by document upload, it summarises, extracts structured data, creates follow-up tasks, running fully autonomously.
Action items agreed in meetings are worthless if nobody tracks them. This agent extracts tasks from transcripts, assigns owners, sets deadlines, and follows up — turning meeting outcomes into measurable progress.
Ideal For
- Operations managers
- COOs
- Process owners
- Teams in agencies & consultancies
Data Sources
- Shared drive (Google Drive, OneDrive)
- Calendar (Google, Outlook)
- Slack / Teams
Trigger
Workflow starts when: Document upload
Collect Data
Retrieve data from: Shared drive (Google Drive, OneDrive), Calendar (Google, Outlook), Slack / Teams
Summarize
Perform: summarize on the collected data
Extract structured data
Perform: extract structured data on the collected data
Create follow-up task
Perform: create follow-up task on the collected data
Send notification
Perform: send notification on the collected data
Complete & Log
Log activity, update records, and close the workflow
If: Action item has a clear owner and deadline
Then: Create task in project tracker automatically
If: Action item mentions a deadline but no owner
Then: Assign to meeting organizer for delegation
If: No action items found in transcript
Then: Generate summary-only and skip task creation
If: Duplicate of an existing open task
Then: Link to existing task instead of creating new one
Never expose API keys or credentials in outputs
Only perform actions within defined workflow scope
- If data source is unavailable, retry 3 times then alert admin
- If AI response confidence is below 70%, flag for human review
- Tasks processed per day
- Error/failure rate
- Action item capture rate vs. manual
- Task completion rate from auto-created items
- Average time from meeting to task creation
System Prompt
You are a Operations AI assistant specialized in meeting action items. ## Your Role You help operations teams by automating meeting action items tasks. Your communication style is concise. ## Capabilities You can: summarize, extract structured data, create follow-up task, send notification. ## Guidelines - Always be accurate and verify data before acting - Flag uncertain cases for human review - Maintain professional tone - Never make promises or commitments on behalf of the organization - Respect data privacy and confidentiality - Log all significant actions for audit purposes ## Constraints - Only access data sources explicitly provided - Do not perform actions outside your defined scope - Escalate edge cases rather than guessing
Starter User Prompt
Process this document upload: [INSERT DATA HERE] Perform meeting action items according to your guidelines. Provide: 1. Classification/analysis 2. Recommended action 3. Draft output (if applicable) 4. Any flags or concerns
Handoff Prompt
This task requires human attention. Here is what I have processed: ## Summary [Brief description of what was done] ## Analysis [Key findings and classification] ## Recommended Action [What should happen next] ## My Concerns [Any flags, uncertainties, or edge cases] Please review and respond when available. Please review and advise how to proceed.
# Action Item Extractor - Standard Operating Procedure ## Purpose This SOP defines how the Action Item Extractor operates within the organization. ## Trigger Document upload ## Data Sources - Shared drive (Google Drive, OneDrive) - Calendar (Google, Outlook) - Slack / Teams ## Process Steps 1. Summarize 2. Extract structured data 3. Create follow-up task 4. Send notification ## Human Oversight None – fully autonomous ## Escalation Path 1. Agent flags issue 2. Notification sent to assigned reviewer 3. If no response in 4 hours, escalate to backup 4. Log all escalations ## Review Schedule Monthly review of agent performance and rules
- 1Define access credentials for all data sources
- 2Set up automation platform (n8n/Zapier)
- 3Configure AI API access (OpenAI/Claude)
- 4Create trigger workflow
- 5Connect input data sources
- 6Implement summarize step
- 7Implement extract structured data step
- 8Implement create follow-up task step
- 9Implement send notification step
- 10Test with sample data
- 11Configure error handling and alerts
- 12Set up logging and monitoring
- 13Document and train team
- 14Deploy to production
- 15Schedule first review
n8n Workflow
## n8n Workflow Outline ### Trigger Node - Type: Document upload - Configuration: Set up webhook/schedule/email trigger ### Input Nodes - Shared drive (Google Drive, OneDrive): HTTP Request or native integration node - Calendar (Google, Outlook): HTTP Request or native integration node - Slack / Teams: HTTP Request or native integration node ### Processing Nodes 1. OpenAI Node: Summarize 2. OpenAI Node: Extract structured data 3. Function/HTTP Node: Create follow-up task 4. Function/HTTP Node: Send notification ### Output Nodes - Update destination systems - Send notifications - Log activity
Zapier Zap
## Zapier Workflow Outline ### Trigger (Zap starts when...) - Document upload ### Data Lookup Steps - Search/Lookup in Shared drive (Google Drive, OneDrive) - Search/Lookup in Calendar (Google, Outlook) - Search/Lookup in Slack / Teams ### Action Steps 1. ChatGPT by Zapier: Summarize 2. ChatGPT by Zapier: Extract structured data 3. App Action: Create follow-up task 4. App Action: Send notification ### Final Actions - Update records - Send completion notification
Example Use Cases
- •Extract and assign action items from meeting transcripts automatically
- •Track completion status and send reminders for overdue items
- •Generate a weekly action-item status digest for meeting organizers
Tools Needed
Frequently Asked Questions
What does the Action Item Extractor do?
An AI agent that handles meeting action items for operations teams in agencies & consultancies businesses. Triggered by document upload, it summarises, extracts structured data, creates follow-up tasks, running fully autonomously.
What tools do I need to implement this?
You'll need n8n or Zapier (workflow automation), OpenAI API or Claude API (AI processing), Google Drive, OneDrive. Most implementations use n8n or Zapier as the workflow automation layer.
How long does implementation take?
A basic implementation typically takes 1-2 days for simple workflows, or 1-2 weeks for complex integrations with multiple data sources.
How do I handle errors and edge cases?
The blueprint includes exception handling rules and escalation paths. Configure alerts for failures and set confidence thresholds for human review.
What level of technical skill is needed?
Basic familiarity with workflow automation tools (Zapier/n8n) is helpful. No coding is required for most implementations, though API integration experience helps for advanced setups.
Best For
- •You have frequent meeting action items tasks
- •The process follows clear, repeatable rules
- •Current manual handling creates delays or errors
- •Team capacity is stretched on routine work
Not Ideal For
- •Tasks require complex judgment or creativity
- •Volume is too low to justify setup time
- •Rules change frequently and unpredictably
- •Data quality is poor or inconsistent
Review Before Launch
- All integrations tested with real credentials
- Error handling and retry logic configured
- Notification channels set up for alerts
- Team trained on reviewing exceptions
- KPI dashboard configured
- Rollback plan documented
Ready to implement your Action Item Extractor? Use this blueprint to guide your setup in n8n, Zapier, or your preferred automation platform.
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