Vertical AI.
One industry at a time.
We build operating systems for industries where experience earns the work. Collision repair first. Here's what's coming next.
Why vertical?
Generic AI doesn't know what a supplement is. It doesn't know what DRP concessions cost. It doesn't know why a rate dispute in California looks different than one in Georgia. The tools shops actually need have to come from someone who's worked the floor.
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Deep skills, not generic prompts.Each vertical ships with dozens of purpose-built AI skills trained on the actual workflows, vocabulary, and carriers of that industry.
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One vertical shipped before the next begins.Collision Playbook is live and in-market. We won't launch a second vertical until the first one is generating real results for real shops.
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Operator-led, not founder-led.We won't launch a vertical without an operator partner who's lived it. Software alone doesn't solve industry problems — judgment does.
Collision Playbook — Collision Repair
70 specialized AI skills across estimating, supplements, insurer disputes, parts, labor, ADAS, and shop operations. Three shipped tools: ClaimMate AI, DRP Profitability Analyzer, Labor Rate Calculator. Built for independent collision repair shop owners by a lifelong collision repair operator.
Open Collision PlaybookSupplemental Insurance
A full sales toolkit for supplemental benefits agents. One live product today. The rest coming next.
Outreach Copilot
Compliant AI-generated outreach for email, SMS, LinkedIn, and call scripts. Works with 10+ industry profiles.
Open Outreach Copilot →Insurance OS
Full sales OS for agents: prospect intelligence, pipeline, enrollment optimizer, compliance monitoring.
See the preview →- · Benefits Copilot — benefits comparison + recommendation engine
- · PolicyParserPro — policy document analysis & summarization
- · Agent Training OS — compliance-safe simulation & coaching
- · Carrier Intel — real-time carrier pattern tracking
Real Estate
A full operating system for agents and brokerages — listings, buyers, CMAs, offers, transactions, marketing, and investment analysis. Early-access list open now.
Real Estate OS
30+ Profit Drivers covering the full agent workflow. Listing Launch, CMA Builder, Offer Intelligence, Buyer Onboarding, Investment Analysis, Marketing Engine.
See the preview →Collision Playbook is live today.
Come see what a fully-built vertical AI operating system actually looks like.
Open Collision Playbook