This is Pump.co. Cloud cost optimization software. Eighteen months ago they were doing $1M in revenue.
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Today they're past $25M+.
They didn't get there by hiring an army of SDRs.
Most companies scale outbound the same way. Hire reps. Hand them a territory. Ask them to build lists, research accounts, find prospects, run outbound, and keep the CRM updated, all from scratch, all in their own hands.
New rep ramp time for a motion like that (if even successful): 90 days, industry average.
Pump’s engineering team looked at the bottleneck and asked a different question. Not "how do we hire faster". How do we stop making every single rep rediscover the same things from zero.
So they built three systems.
One found the right accounts and handed each rep a full book of business instead of a blank spreadsheet, enriched, scored, with context already attached.
One matched messaging to the prospects actual technical environment. AWS accounts got AWS language. GCP accounts got GCP language. A cold email that gets your cloud provider wrong tells a technical buyer everything they need to know about whether you understand their world.
One took a habit belonging to a single top-performing AE, a manual 20-minute process for recovering no-shows, and turned it into something every rep on the team could run automatically.
None of it replaced a single seller.
→ Ramp time: 90 days to 14Â
→ Revenue per rep: up 25%Â
→ Meetings booked: up 30%Â
→ No-shows recovered: 23-26%, with zero added manual timeÂ
→ Reply rate on signal-based campaigns: 5%+, against a sub-2% baseline
A 3-person GTM engineering team now supports 30+ quota-carrying reps.
The lesson isn't that software replaced the sales team.
It's that Pump stopped asking humans to do the one thing software has always been better at, finding the account, matching the message, catching the miss, and started asking humans to do the one thing they're actually irreplaceable at. The conversation itself.
Most founders I audit are running this exact trade backwards. They hire the next SDR before they've ever asked what that SDR is about to spend hundreds of hours a week repeating manually.
Pump built the system first. Then they scaled the team on top of it.
Â
Today they're past $25M+.
They didn't get there by hiring an army of SDRs.
Most companies scale outbound the same way. Hire reps. Hand them a territory. Ask them to build lists, research accounts, find prospects, run outbound, and keep the CRM updated, all from scratch, all in their own hands.
New rep ramp time for a motion like that (if even successful): 90 days, industry average.
Pump’s engineering team looked at the bottleneck and asked a different question. Not "how do we hire faster". How do we stop making every single rep rediscover the same things from zero.
So they built three systems.
One found the right accounts and handed each rep a full book of business instead of a blank spreadsheet, enriched, scored, with context already attached.
One matched messaging to the prospects actual technical environment. AWS accounts got AWS language. GCP accounts got GCP language. A cold email that gets your cloud provider wrong tells a technical buyer everything they need to know about whether you understand their world.
One took a habit belonging to a single top-performing AE, a manual 20-minute process for recovering no-shows, and turned it into something every rep on the team could run automatically.
None of it replaced a single seller.
→ Ramp time: 90 days to 14Â
→ Revenue per rep: up 25%Â
→ Meetings booked: up 30%Â
→ No-shows recovered: 23-26%, with zero added manual timeÂ
→ Reply rate on signal-based campaigns: 5%+, against a sub-2% baseline
A 3-person GTM engineering team now supports 30+ quota-carrying reps.
The lesson isn't that software replaced the sales team.
It's that Pump stopped asking humans to do the one thing software has always been better at, finding the account, matching the message, catching the miss, and started asking humans to do the one thing they're actually irreplaceable at. The conversation itself.
Most founders I audit are running this exact trade backwards. They hire the next SDR before they've ever asked what that SDR is about to spend hundreds of hours a week repeating manually.
Pump built the system first. Then they scaled the team on top of it.