Research

Dispatcher workstation with dual monitors: left screen shows Reddit contractor discussion thread, right screen displays ServiceTitan-style dispatch board with job assignments. Hands visible on keyboard and mouse, desk cluttered with headset, phone, coffee mug, and printed schedules. Represents the connection between contractor pain points expressed online and daily dispatch operations.

What 2,477 Contractors Said When No One Was Listening

March 25, 2026

Contractors don’t complain to vendors. They complain to each other. We spent weeks in the places where HVAC techs, plumbers, and electricians talk…

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Split dispatch desk illustration: left side crumbling with scattered papers and tipping coffee, right side organized with laptop dashboard and neat scheduling board, gold-glowing crack divides chaos from control

Only 3.2% of Home Services Contractors Have a Complete Digital Front Door

January 15, 2026

The Number That Should Keep You Up at Night 35.7%. That’s the percentage of home services contractors in our database with zero customer-facing…

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Editorial illustration of an R&D workspace with a large monitor displaying a 78-component inventory grid, tablet showing workflow diagrams, research papers held by gold binder clips, and an open engineering notebook with sketches on a dark slate desk surface. Navy background with warm screen glow creates an atmosphere of focused innovation.

We Built 78 AI Components Before Our First Client. Here’s Why.

January 8, 2026

The Cobbler’s Children Most consultants launch with credentials. A slide deck. Maybe a few logos from past employers. We launched with a diagnostic…

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