Engineering Log
How acquisition
and operations
actually work.
Teardowns, data, and the mechanics behind predictable revenue. No tips. No hacks. Just the systems thinking behind businesses that grow by design.
2026-07-13
Google Changed LSA Lead Scoring. Your Intake Flow Didn'tGoogle tightened Local Services Ads lead quality rules in late June 2026, and most HVAC contractors are now paying for leads they used to dispute successfully.
lead qualitygoogle lsaintake workflow2026-07-13
What the Anthropic-Defense Contract Tells You About InfrastructureAnthropic signed a contract with the U.S. defense establishment, and the reaction revealed how most operators still think in tools, not systems.
systems thinkinginfrastructureoperations2026-07-13
ChatGPT Ads Do Not Fix Your Conversion ProblemOpenAI just opened a new acquisition channel, but appointment-based service businesses still lose revenue in the same place they always have.
conversionsystems thinkingacquisition2026-07-13
Lead Response Time Is a Conversion Problem, Not a Speed ProblemThe obsession with five-minute callbacks misses the point—fast response is useless without conversion infrastructure to handle the volume.
conversionoperationssystems thinking2026-03-01
Why lead response time compoundsThe gap between a form submit and a first call is not a customer service metric. It is a conversion multiplier — and the math is worse than most operators think.
conversionlead responseautomation2026-02-01
Cold email as owned infrastructureRenting attention on ad platforms works — until it does not. How to build outbound systems that do not depend on anyone else's algorithm.
acquisitioncold emailoutbound2026-01-01
The invisible cost of manual intakeTen minutes per lead across a team of five, six days a week. What that actually costs — and the automation that eliminates it.
efficiencyoperationsautomation
