Summarize documents: PostgreSQL & Slack
Fires the moment a webhook arrives across PostgreSQL, Slack and Google Sheets, summarises long text with an AI chain, then drops anything it has already handled. Built for research assistant, around a "Read Recent from PostgreSQL" step, in 23 documented nodes.
Summarize documents with PostgreSQL and Telegram without manual work. An original, ready-to-import n8n workflow built around the 'AI Summarize & Route' pattern for AI & automation. It fires on a webhook and orchestrates 23 nodes across PostgreSQL, Slack, Google Sheets. It uses n8n's LangChain AI nodes (Agent/Chain + chat model). Retry-on-fail is enabled on external calls. Import the JSON, add your credentials, and adapt the parameters. What used to take a morning now runs on its own.
Key benefits
- ✓Keeps PostgreSQL and Slack in step for research assistant, without anyone re-typing a row
- ✓Safe to re-run: records already in PostgreSQL or Slack are skipped, across all 23 nodes of this research-assistant build
- ✓A failed PostgreSQL or Slack call is retried rather than dropped, at any of the 23 nodes in this research-assistant build
- ✓The research-assistant AI step is isolated from PostgreSQL, so models swap without touching the other 23 nodes
- ✓Fans the same result out to Google Sheets in the same run, for research assistant
Use cases
- →Teams keeping PostgreSQL and Slack aligned by hand for research assistant
- →Pushing research-assistant events into PostgreSQL and Slack the moment they land, not on the next poll
- →Research assistant work where "Read Recent from PostgreSQL" is still a manual step before PostgreSQL
- →Research assistant work that only reaches PostgreSQL when a webhook arrives, when someone remembers to start it
Integrations
Workflow preview (23 nodes)
The template's actual node layout and connections. Node parameters and credential slots unlock with the download.
What's inside (23 nodes)
A look at the node types this workflow uses. No purchase required — full parameters and credentials are yours after you buy.
From download to running in 3 steps
- 1Import. In n8n, open Workflows → menu → “Import from File” and pick the downloaded JSON.
- 2Connect. Add your own credentials on the app nodes - n8n highlights exactly which ones need them.
- 3Activate. Run it once to test, then toggle Active. The automation is live.
What you'll learn
Production levelProduction-grade: idempotency, dead-letter handling, and reconciliation included.
- •Using a Chain for fixed AI steps instead of paying for an Agent
- •Rejoining parallel branches with Merge so the run reports once
- •Moving data between PostgreSQL, Telegram and Slack in a single run
Every node carries its own documentation on the canvas, plus notes explaining why the architecture was built this way, a credential setup guide, troubleshooting, and three practice exercises. Sample data comes pinned to the trigger, so you can hit Execute and watch data flow before connecting a single account.
Common questions
What exactly do I get?
The complete, ready-to-import n8n workflow as a JSON file, delivered instantly after payment. Import it into your own n8n (cloud or self-hosted), add your credentials, and it runs.
How do I import it into n8n?
In n8n, open Workflows, click the three-dot menu, choose “Import from File”, and select the downloaded JSON. Then connect your own app credentials on the highlighted nodes.
Do I need anything else for it to work?
You need your own n8n instance and accounts/credentials for the apps this workflow connects to (PostgreSQL, Slack, Google Sheets, HTTP / REST API, …). No coding is required.
What if it doesn't work for me?
If the file is faulty, won't import, or isn't as described, contact us within 7 days and we'll fix it or refund you - see our refund policy.
Can I modify or resell it?
You can freely adapt and use it in your own or your clients' projects. Reselling or redistributing the template file itself is not permitted.
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