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Still moving data between apps by hand?
I build custom n8n + AI workflows that connect your business tools, automate repetitive processes, and route the right information to the right place.
Your process is an automated system.
See my custom automation service →https://contra.com/s/bABAB7bA-custom-n8n-ai-workflow-automation
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Custom n8n AI Workflow Automation by Deepan Chakravarthy
Read more about Custom n8n AI Workflow Automation by Deepan Chakravarthy on Contra.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Hook: Most businesses don't need another full-time hire — they just need 5 automated workflows to save 20+ hours a week. ⚙️
Here is how I use n8n to help founders and teams cut operational overhead:
CRM Automation: Syncing leads instantly from forms to CRM and notifying Slack/WhatsApp in real time.
AI-Powered Workflows: Connecting n8n with OpenAI/Claude to automatically draft email replies and summarize reports.
Data Integration: Seamlessly moving data between custom databases, Stripe, and Google Sheets without breaking a sweat.
Self-hosted, cost-effective, and custom-built for your exact business logic.
📌 Building or scaling your tech stack? Drop a comment or send a DM to discuss how we can automate your manual work.
AI-Agent Reporting Automation
Production AI-agent service that turns stakeholder requests into verified BI reports end to end: a request posted in Basecamp triggers a gated agent workflow that validates SQL against approved business logic, creates or updates the Metabase report, and verifies every write by exact read-back before replying with evidence. Containerized Node.js services (Docker Compose) with a fully offline test suite and CI. Built to cut the analytics team's ad-hoc reporting load - and to prove AI agents can be trusted with production writes when properly gated.
Solid setup. One thing that has saved me a lot in write-capable agents: log every agent turn (prompt, tool calls, outcome) to an audit table and add a replay mode — when a report comes out wrong, you can reproduce the exact run instead of debugging blind. Also worth setting a...
Switch nodes + Redis nodes are underrated when building chatbots.
In my opinion, these two are some of the most useful nodes for building solid chatbot logic in n8n.
🔀 Switch nodes → help route conversations based on intent, conditions, user type, or previous messages.
⚡ Redis nodes → help maintain conversation state, store temporary data, and give the bot memory across messages.
Together, they make it much easier to build chatbots that go beyond simple “if this, then that” workflows.
What do you think?
Which n8n node do you find most useful when building chatbot logic? 👇
Good picks. One Redis detail worth getting right early: always set a TTL on the session keys — otherwise every conversation you've ever had stays in memory forever, context can leak between sessions, and memory costs creep up. Keying session state by chat ID with a rolling TTL...