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                                                                                                                                                                4.0
                                                 
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                                                                                                                                                                4.3
                                                 
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| Reviews | 14 | 4 | 
| Category | Project Management | Project Management | 
| Description | 
                                         Bucket Robotics is making defect detection faster, easier, and more deployable — starting with the 250M lbs of plastic wasted annually in U.S. manufacturing. Our platform turns CAD files into defect detectors. We generate synthetic, photorealistic training data to help factories catch flaws before they ship. No manual labeling, no real defects required. Our models deploy to edge hardware and integrate easily into existing automation stacks. We come from the self-driving world (Argo AI, Uber ATG, Stack AV), where we built reliable perception in high-noise, real-world environments. We're applying that experience to manufacturing: robust sensing, user-friendly interfaces, and fast iteration cycles. Manufacturers hesitate to adopt new sensing due to data concerns, integration risk, and poor UX. We’ve handled petabytes of regulated autonomy data — and built systems that earn trust. Legacy vendors like Keyence and FLIR offer hardware-centric tools with bloated pricing and outdated software. We’re building the opposite: flexible, modern tools that engineers want to use. Manufacturing is in the middle of a $700B automation wave across North America. Bucket Robotics is building the quality control infrastructure to match.  | 
                                                                    
                                         Ontra Mobility is founded by two former Googler engineers with PhDs in operations research. Ontra helps cities and other transit agencies increase ridership through data-driven planning and real-time optimization. The founders developed the software that powered MARTA Reach in Atlanta, GA and CAT SMART in Savannah, GA.  | 
                                                            
| Website | https://bucket.bot | https://www.ontramobility.com | 
| Positives | 
                                                                                                                             "Customer service is responsive and helpful." 
                                            
                                                Justice Leuschke - 5/5
                                             
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                                                                                                                             "Customer service is responsive and helpful." 
                                            
                                                Benedict Padberg - 5/5
                                             
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| Negatives | 
                                                                                                                             "The interface is confusing and needs improvement." 
                                            
                                                Brendan Hilpert - 1/5
                                             
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                                                                                                                             "Performance issues during peak usage times." 
                                            
                                                Candelario Heathcote - 2/5
                                             
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| Details | View Full Review → | View Full Review → |