4 Experiments · 1 in Beta · Enrollment Open

Experimental tools built
specifically for Body Shops.

BodyShopLab is where collision repair professionals submit their ideas, we build them, and test them together in real shops — completely free. Every tool here started as a suggestion from someone on the shop floor.

Browse Free Tools → See how it works
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1
Beta now open
Current Lab Tools
Enrollment open
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Line Matcher
AI-assisted estimate line item matching
● Beta
🔩
Parts Finder
Auto-pull OEM part numbers & current pricing
Coming soon
📝
Supplement Writer
Auto-generate professional supplement narratives
Coming soon
🥊
Denial Fighter
Pull P-Pages & OEM docs to fight insurer denials
Coming soon
💡 Have an idea? Submit it to the lab →
How It Works
Built by shops. Tested in shops.

BodyShopLab is driven by the collision repair community. Shop owners tell us what they need, we build it, and bring it back to real shops to test.

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STEP 01
Shops submit ideas
Collision repair professionals tell us their biggest pain points — the repetitive tasks, the broken processes, the things that slow them down every day.
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STEP 02
We build a prototype
Our team turns the most common and impactful ideas into working software prototypes designed specifically for auto body shop workflows.
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STEP 03
We run an experiment
The prototype goes live on BodyShopLab as a free experiment. Enrolled shops get full access and help us refine it in real conditions.
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STEP 04
The tool gets better
Feedback from participating shops shapes every update. The more shops that test it, the sharper the tool gets — built for the industry, by the industry.
Current Experiments
Tools open for testing

Ideas from the collision repair community, turned into working tools. Apply to enroll your shop and get full access to any active experiment.

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● Beta Access
Line Matcher
Upload two CCC estimates and let AI identify every discrepancy between them, then get clear recommendations on what changes to make and why.
Try it now →
🔩
Coming Soon
Parts Finder
Automatically pulls OEM part numbers and current pricing directly from your estimate description — no more manual lookups or tabbing between systems.
Join the waitlist →
📝
Coming Soon
Supplement Writer
Auto-generates a professional, detailed supplement narrative to send to the adjuster — built from your estimate data so you spend less time writing and more time getting paid.
Join the waitlist →
🥊
Coming Soon
Denial Fighter
When an insurer denies a line item, Denial Fighter instantly pulls the relevant P-Pages citations and OEM position statements to back up your claim and push back with confidence.
Join the waitlist →
🧪 Join the Lab

Your ideas. Our code. Your shop.

Got a problem that slows your shop down? Submit your idea and join the community of collision repair professionals shaping what gets built next.

Submit Your Idea Browse Free Tools