A summary and Q&A from a document in a minute

You upload a PDF or text file — the scenario extracts the text, AI writes a summary and Q&A, saves it to Azure Cosmos DB and sends a preview to devino.

  • The gist of a document — without reading it all
  • Ready questions and answers on the text
  • The result is saved to Azure Cosmos DB
  • A preview arrives in devino
Webhook

How it works

To move data from Azure Cosmos DB to devino automatically, use a ready-made scenario — no manual exports.

  1. Starts when: Receive Document Upload via Webhook
  2. Check: Check If Uploaded File Is PDF
  3. If yes: Extract Text from PDF File
  4. Then: Generate Summary & Q&A Using AI
  5. Check: Validate AI Output Before Processing
  6. If yes: Unwrap AI Output Object
  7. Then: Prepare Final Response Payload
  8. Starts when: Send Final Summary & Q&A Response to Webhook
  9. Then: Send Summary Preview to Slack
  10. If no: Log Invalid AI Output to Google Sheet
  11. Check: Check If Uploaded File Is TXT
  12. If yes: Extract Text from TXT File
  13. Then: Parse AI Summary and Q&A into Structured JSON
  14. Then: Provide LLM Engine for Document Analysis
  15. Then: Store AI Memory for Document Analysis Session

You can launch this Azure Cosmos DB + devino integration in Scriptera: describe the task in plain words — the scenario is built, launched and monitored for you.