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The decision depends on your tolerance for false positives. If you can handle manual verification of occasional mismatches, tuning confidence thresholds may suffice. If mismatches cause operational stoppages or compliance penalties, you may need to reconfigure workflows or add human verification steps. Consider full replacement when the cost of manual overrides and incident investigations exceeds the cost of more advanced AI-powered ANPR systems with higher accuracy rates.Related FAQs: When is it time to replace the telematics system instead of fixing the AI?



















