By Dillon Zhang Forrest
March 13, 2026
"I'm an engineer by background"
"We have AEs and closers, but how do we totally change the flow so the entire top of funnel is literally a machine"
"It should be engineers building the machine"
Katon
More leads, less headcount.
Remove human error.
More leads → better product → more leads.
AI gives companies with engineering DNA a unique GTM advantage.
Insurance defense firms
Starting from zero
Domain authority 25 (low)
< 40 pages indexed on Google
$5k / mo
Send to Gmail only
Send to Outlook (more warmup needed)
Real market feedback on offer quality and outbound email channel viability
Covering 80% of the market for 20% of the cost
Poor market for cold email
Early search traction on new content
Early traction on backlink campaign
Data on SEO channel's viability
Capturing inbound traffic from organic search
Search traffic CAC > LTV
AI Engine Optimization
Good AEO is 80% good SEO.
Single highest-leverage AEO tactic: the "answer capsule" — concise summaries in your longform content.
Rapid AEO changes are inevitable due to nascency. Stay adaptable.
Connection & DM campaigns
Content campaigns
Ramp up volume
Amplify outbound email efforts while diversifying outbound lead sources
Poor market for LinkedIn
"Do things that don't scale" reporting
Scale back GTME due to surplus of leads and shortage of AEs
No encouraging market feedback on GTME engine