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Crash Champions Expands Adoption of CCC AI-Powered Estimating Solution
Source: Body Shop Business
Crash Champions Expands Adoption of CCC AI-Powered Estimating Solution Body Shop Business
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Shops Use AI Beyond the Office to Pull OEM Data, Track Techs and Maintain Equipment
CIC panelists say AI tools like Carmic help technicians find job-specific repair information faster and give shop owners a way to verify completed work.
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State Farm Attorney Admits to AI Hallucinations in California Court Filings
An attorney representing State Farm acknowledged that an AI-assisted legal research tool produced seven nonexistent case citations used across eight California court filings, according to Repairer Driven News.…
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Why AI Estimating Still Depends on Good Photos and Human Eyes
Collision Industry Conference panelists said AI photo estimating can speed preliminary estimates, but its accuracy depends on consistent, high-quality images and human review for hidden or structural damage.…
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Bodily Injury Is Now A Big Share of Auto Claims Payouts. Is AI to Blame for That Too?
A CCC report says bodily injury claim costs and frequency are rising, with AI acting as a possible “force multiplier” by helping legal teams organize medical records and…
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Latest Research
On the Application of DiffusionDet to Automatic Car Damage Detection and Classification via High-Performance Computing
Electronics / MDPI
This research investigates whether a diffusion-based object-detection model can improve automatic recognition and classification of vehicle damage. It builds on earlier insurance-claims research and examines whether newer AI architectures can better identify subtle or…
An Insurtech Platform to Support Claim Management Through the Automatic Detection and Estimation of Car Damage from Pictures
Electronics / MDPI
This paper describes Insoore AI, a claims-management platform that uses photographs to identify vehicle panels, classify damage such as dents and scratches, estimate severity, and support repair-versus-replace decisions. It also discusses the practical difficulty…
Automated Car Damage Assessment Using Computer Vision: Insurance Company Use Case
Applied Sciences / MDPI
This study evaluates computer-vision models for automatically identifying vehicle damage from photographs in an insurance setting. The researchers compare ensembles based on YOLOv5 and YOLOv8, focusing on detection accuracy, processing speed, and reducing false…
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