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Quote Follow-Up Used to Cost an Afternoon. Now It Costs Half a Cent.

Quote Follow-Up Used to Cost an Afternoon. Now It Costs Half a Cent.

Quote Follow-Up Used to Cost an Afternoon. Now It Costs Half a Cent.Danny Chang
Published on: 14/09/2026

The famous five-follow-ups stat traces to a 1942 survey of under 40 people. Here is what 438,000 contractor quotes show, and what a follow-up costs in 2026.

quote follow-up
The Most Useful Thing We Built for a Contractor Wasn't a Dashboard. It Was a Chat Box.

The Most Useful Thing We Built for a Contractor Wasn't a Dashboard. It Was a Chat Box.

The Most Useful Thing We Built for a Contractor Wasn't a Dashboard. It Was a Chat Box.Danny Chang
Published on: 17/08/2026

We built Black River a proper data layer, warehouse, dashboards, the works. The piece that actually changed how they run the business was the ability to just ask it a question in plain English. Here is why that turns out to matter more than the dash.

AIdatahome servicesbuild in publicBlack Riversmall businessClaude
From Empty Repo to Operating System: Building Black River Cerebro

From Empty Repo to Operating System: Building Black River Cerebro

From Empty Repo to Operating System: Building Black River CerebroDanny Chang
Published on: 13/08/2026

How one non-engineer used AI to build a production operations platform for a contractor in 13 weeks — and what it means for services businesses and PE.

Claude Code case studyAI value creationprivate equity tech-enabling portfolio companieshome services technology platformunified data platformsmall business agentic software developmentAI-built software / AI-built operations platformoperational intelligence platformAI for services businessescustom ERP for contractorsnon-engineer building software with AI
Your Contractor SaaS Stack Costs $500 a Month. Half of It Can Be Replaced for $50.

Your Contractor SaaS Stack Costs $500 a Month. Half of It Can Be Replaced for $50.

Your Contractor SaaS Stack Costs $500 a Month. Half of It Can Be Replaced for $50.Danny Chang
Published on: 16/07/2026

An honest scorecard of the software a $1-3M contractor actually pays for, which pieces can be replaced by a thin custom stack for about $50 a month, and which ones you should keep paying for no matter what.

AISaaScontractor businessbuild in publicSupabaseClaude Codecostowner operator

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