Stop fighting for the same broker deals. Here is the exact blueprint to build your own sourcing engine.
November 21, 2025
by a professional in Montreal, QC, Canada
I see too many searchers stuck in the "Broker CIM -> NDA -> Outbid" cycle. It’s exhausting.
We’ve shifted to a "Sniper" approach using our own AI Origination tech and the quality of conversations has been night and day. However you can accomplish similar results with Apollo.io + AI + LinkedIn.
I want to share the exact setup so you can run it yourself. No gatekeeping.
Step 1: The Source (Apollo.io) Don't just search for "Owner" in "Manufacturing." That’s how you get ignored.
Filter for Intent: Look for companies hiring for "Plant Manager" or "Controller" (sign of transition).
Filter for Keywords: Search for terms like "succession," "exit," or "family business" in their company bio.
The Goal: A list of 50 highly relevant targets, not 5,000 random ones.
Step 2: The Brain (AI Personalization) Export your list to CSV. Then, use a tool like Claude or ChatGPT to write the message.
Prompt: "Analyze this owner's LinkedIn bio and company description. Write a 1-sentence hook that connects their specific background (e.g., '20 years in HVAC') to my background in [Your Field]."
Why: Generic templates get deleted. Hyper-specific hooks get read.
Step 3: The Channel (LinkedIn) Email open rates are dying. Move the conversation to where they hang out.
Send a connection request with that AI-generated hook.
Don't pitch in the first message. Just connect on the shared ground.
The Result: You stop being "another searcher" and start being a peer. We’re seeing response rates 3-4x higher than standard email blasts because it feels human.
If you try this out, let me know how it goes. It takes a bit more setup upfront, but the deal flow is worth it.
in Montreal, QC, Canada
from University of Toronto in Toronto, ON, Canada