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Developed an AI-assisted lead qualification and conversion system that evaluates inbound leads, applies scoring logic, triggers automated responses, and routes opportunities into the appropriate pipeline path.
The system was designed to reduce response time, improve qualification consistency, and create a repeatable conversion process across multiple acquisition channels, including forms, messaging platforms, and CRM workflows.
Nice separation between scoring, response, and routing. For production, I’d retain the scoring inputs, rule/model version, final decision, and any manual override on the CRM record. That keeps routing explainable and makes re-scoring safer when the logic changes. How are you handling re-score history and overrides?
Appreciate that — that’s exactly the direction I’m taking it.
I’m treating scoring as an auditable event rather than a single field: storing the scoring inputs, rule version, timestamp, final decision, and any manual override separately from the active score.
For re-scoring, the...
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n8n is absolute gold for orchestrating lead pipelines like this! Connecting Gmail parsing with LLM qualification saves teams dozens of hours weekly. As someone who builds custom agentic lead automation workflows, seeing clean visual architectures like this is super satisfying. Top-tier build, Talha!.
A very elaborate app study is out, I share my entire process and a lot of fun UI details along the way! Done this for https://nurtureplus.app/
A purchase order arrives by email. 38 seconds later it's registered, stock is checked, the team is notified and the client has a confirmation. Nobody typed anything.
We filmed the PO intake agent in TechFoundry IMS end to end for the first time. Watch it here https://youtu.be/zoVYPD8qpCs
Email comes in, the agent reads the PDF line by line and matches every line to the catalog, the PO gets registered with a status timeline, and an acknowledgment goes back to the client with the same lines on it.
The boring parts are the ones that made it usable. Only approved senders get in. Every email in and out is logged. And the agent never touches stock levels, it registers and notifies, people decide.
The part that took longest wasn't the reading. It was the matching. A supplier's PDF never uses your part numbers, so "resolve to catalog" is where most of the real work sits.
If you're still keying POs in by hand, I'm curious what your inbox looks like on a Monday.
38 seconds, nobody typed anything
