construction · mid-market · US Southwest
HVAC business deploys vision quality inspection
Two admin staff lost 53 hours a week to walking the site.
Implementation cost
$190,000
Annual savings
$836,000
ROI
440% first year
Payback
2.7 months
Hours saved / yr
18,173
Timeline
6 weeks
Success rating
3/5
Forecast accuracy
Not verified
Lessons learned
- • Clean the data before go-live
- • Renegotiate the service contract at year two
Solution deployed
OpticQA Vision Inspection — Camera-based in-line inspection that catches defects before they leave the cell.
Vendor: OpticQA · 4.4/5 from 54 reviews · Within 2 business days · success rate 82%
Known limitations: Model retraining required after tooling changes; Lighting design drives accuracy
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