Kenan Moussly

Why a shop owner wrote estimating software

An estimator who never has to finish the repair can write an estimate that is internally consistent and practically useless. Inside a shop, every wrong assumption comes back: as a supplement, as a delay, or as a technician standing at a bench asking why the part does not fit. That feedback loop is the whole reason this exists, and it is not something a software company can buy.

Ferrari, Lamborghini, McLaren and Porsche come through the building, and so do F-150s and Civics. The exotic work supplies the hard edge cases, bonded structures and OEM-only seams and calibration. The volume work is most of the week. Both shaped what the estimator has to get right.

What the shop is, and why it matters here

4.9 stars across 319 Google reviews

Reviews are a proxy for volume. A shop that has satisfied that many customers has written a great many estimates, and every one of them had to survive contact with the repair.

Best of Florida 2026, Import and Specialized Repair Centers

It names the category the shop actually competes in. Import and specialist work is where the operations get unusual, and unusual operations are what generic estimating software leaves off.

Collision, mechanical and performance under one roof

Mechanical and diagnostic work sit on the same repair orders as the body work, which is why the estimator writes pre-repair scans and ADAS calibration rather than treating them as somebody else’s line.

What he actually built

The corpus behind this product exists because somebody kept the paperwork and then read it, one line at a time. None of it was bought from a data vendor, which is also why a competitor cannot acquire it: they did not receive the documents.

239

carrier documents kept

6,874

line items read

3,117

carrier-paid part lines

912

repair-or-replace decisions

Published as aggregates with a sample size on every figure, including the thin ones. The method is on the measured pages, and where something has not been measured, those pages say so.

How it is built

Directly, and in the open where it can be. Findings that are unflattering to the product get published alongside the ones that are not: the case studies name the carrier and print the ledger, and the pages state what the product does not do. The alternative is a marketing site, and there are already plenty of those.

Requests for access are answered directly rather than by a sales team. How the product is tested is a separate page, and it is the one worth reading before you decide whether to trust any of this. What the company is is a shorter answer than what the person is.