Perform collision damage assessment and write a repair estimate using AI-assisted estimating software — capturing a structured photo set of collision damage per insurer or software guidelines, uploading to CCC ONE (Jumpstart AI) or Solera Qapter for AI-generated line-by-line estimate pre-population, reviewing AI-generated lines against physical inspection findings for missed structural damage or hidden components, adding supplement items, and submitting the estimate through the insurer direct-repair program portal.[9],[10]
AI estimating (CCC ONE Jumpstart, Qapter) has moved from a productivity curiosity to a production-shop standard in collision repair — CCC reported "accelerating" AI tool adoption in Q3 2025. The speed gain is real: photo-to-estimate in under 2 minutes vs. 30 minutes. But AI cannot see hidden structural damage, and it cannot verify whether a damaged ADAS sensor bracket is included in the estimate or whether a supplemental alignment and ADAS recalibration is required after frame straightening. The skill shift is from initial estimate writing to AI output review + supplement authorization — a task that still requires standing in front of the vehicle. Estimators who master AI-assisted estimating handle higher volume; those who can catch what the AI misses protect their shops from supplement disputes and insurer chargebacks.