A mid-sized MSO is bleeding margin in five specific places every single day. Not because the physical repair is hard — because the administrative layer between the estimate and the payment is a swamp. Estimators act as data-entry clerks. Supplements stall for a week. ADAS liability compounds. Rental authorizations drop. This briefing maps the five leaks — and the five autonomous reflexes that close them, wired directly to the systems the shop already runs.
The industry is in "stagformation" — repairable claims down 10%+, total loss frequency at 22.8%, 60% of jobs requiring ADAS calibration, ADAS lawsuits up 20x since 2018. Meanwhile the estimator is trapped as a data-entry clerk, swivel-chairing between CCC ONE, Mitchell, Audatex, Enterprise ARMS, Hertz HIRS, and insurer portals. The estimating APIs are mature. The leverage is missing. Collision Intelligence builds it — five autonomous reflexes on Claude Code Routines, wired to the systems the shop already runs. A mid-size shop nets $33,000+/month in recovered margin. Payback in under 30 days.
Each agent is a named, trigger-based reflex — not a chatbot, not a dashboard. It watches one specific event in the workfile and acts. Click any tile for the full technical wire and monthly economics.
Based on a mid-size shop (~180 ROs/month, mixed DRP and non-DRP, average ticket $4,800). Full derivation, sensitivity analysis, and per-agent assumptions live in the ROI Framework.
Full per-agent math, confidence intervals, and sensitivity on shop volume live in the ROI Framework →
Three forces converged: frontier reasoning models got cheap enough to run 24/7, the Big Three estimating platforms published mature APIs, and Anthropic released Routines — a persistent trigger-based execution layer that eliminates the shop's hosting and DevOps burden entirely.
Every agent runs 24/7 on Anthropic infrastructure. No shop server. No AWS account. No "who's going to restart the box at 2 a.m." The shop pays a flat monthly fee; the reflexes fire on real-world events.
Every Big Three estimating system now ships a production API surface. Agents speak directly to them via documented, supported endpoints — no screen scraping, no fragile RPA, no brittle macros.
Collision Intelligence is a managed service, not a software purchase. Zero new logins for the shop. Outputs land where the shop already works: Slack, email, SMS, the mobile SMS app the tech already carries.
James Bonaguro built Collision Intelligence from inside the industry. Professional background at CCC Intelligent Solutions — the 28,000+ shop estimating platform — gave him direct exposure to the Secure Share API surface, the BMS data standard, and the adjuster-estimator negotiation loop that defines the modern workfile.
Personal background in a family-owned Mercedes-Benz dealership grounded the shop-floor reality: what a service manager actually does at 7 a.m., why the rental extension loop is so painful, how OEM repair procedures collide with DRP labor matrices in real life.
Intersection Strategies LLC is a studio for trigger-based industrial leverage. Prior output includes Broker — a reference-grade briefing hub on insurance brokerage automation — which demonstrates the same editorial-plus-technical approach applied here.
Every tier is a managed service. Setup, API provisioning, monitoring, and monthly ROI reporting are included. Full scope, exclusions, and the 4-week implementation roadmap live in Engagement.
Every engagement follows the same rhythm. Discovery. Deployment. Proof. A shop that signs on day one is live on Agent 4 within two weeks and has its first ROI report within 45 days of that deployment.