Two-person agency turned a failed client build into a $21k LinkedIn AI SDR
By Ghanem Mahmoud (u/M_Younes)Built and shared by Ghanem Mahmoud (u/M_Younes), not by me. Summarised from the public sources below. Check them before you rely on a number.
- Who
- Ghanem Mahmoud (u/M_Younes)
- Category
- Sales & CRM
- Source
- Dates
- Published Sept 2025 · Found 17 Oct 2026
A tiny AI agency's LinkedIn outreach system for a client fell apart when the client ghosted them. They kept iterating on it, first in Make.com and then in n8n, until it booked meetings on its own and became a product.
What they built
An automated LinkedIn SDR pipeline. It scrapes and enriches leads, scores them against the ideal customer profile, sends connection and DM sequences, and handles replies with sentiment detection. It also updates pipeline stages and revives cold threads. v1 ran on Make.com, v2 was rebuilt as modular n8n workflows, and v3 is their own SaaS.
The result
Self-reported: $21,000 in revenue over 8 months, with no SDRs. After a YouTube feature they had two weeks of back-to-back sales calls and onboarded 4 clients.
Sources
Frontal's AI outbound system took Design Pickle from 10 to 58 demos in 14 days
By Alex Vacca (Frontal) for Design Pickle
Alex Vacca's GTM agency Frontal, which says Claude does about 90% of its work, mapped Design Pickle's lead flow and cut the steps that didn't help before automating anything. The rebuilt outbound system almost tripled weekly demos.
SaaStr's AI agents booked 600 meetings and closed $2.7M from neglected leads
By Jason Lemkin (SaaStr)
Jason Lemkin's SaaStr runs with three humans and 20+ AI agents in daily production. The agents held 17,000 customer conversations and booked 600 meetings in 12 months, and revenue went from -19% to +47% year over year.
Selfpublishing.com replaced sales-manager call reviews with AI and added $500k in a month
By Chandler Bolt (Selfpublishing.com)
Chandler Bolt, CEO of Selfpublishing.com, built an AI system in under a month that grades every sales call and coaches reps, starting the replacement of the company's sales managers with AI.
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