Low confidence detection

Vision accuracy depends on clean lenses, stable lighting, and planogram compliance. Increase recognition accuracy.

• Check lens clarity and camera obstructions.
• Verify lighting conditions near the unit.
• Confirm products match the active planogram.

• Clean lenses and remove shelf obstructions.
• Re-shelf products to match zones.
• Run calibration after layout changes.

• Clean lenses every visit.
• Avoid stacking products or mixing SKUs.
• Keep a planogram reference photo on route.

• Confidence scores drop after calibration.
• Camera feed is blank or distorted.
• Repeated mismatches with correct layout.

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• Confirm all steps are documented so the next technician can reproduce the results.
• Capture before/after metrics (errors cleared, sales restored, or uptime improved).
• Review machine, reader, or route settings to ensure they match location standards.

• Skipping a controlled test leads to false positives.
• Updating hardware without documenting configuration changes.
• Forgetting to verify payout, refund, or reconciliation data after changes.

• Run a final test with known-good inputs.
• Log the outcome with date, time, and device identifiers.
• Schedule a follow-up check if the location has high traffic or seasonal demand.

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• Document changes with time, machine ID, and location name.
• Verify settings, pricing, and service modes after each fix.
• Capture before/after results to confirm resolution.

• Test with known-good inputs and controlled conditions.
• Validate telemetry, alerts, and payment logs where applicable.
• Confirm location expectations and update the site contact.

• Configuration drift after firmware or component swaps.
• Inconsistent power or network conditions at the location.
• Gaps in preventive maintenance routines.

• Monitor for 7 days and note any repeat errors.
• Schedule follow-up if the site is high-traffic.
• Escalate with full logs and photos if issues repeat.

• Validate camera calibration and lighting conditions.
• Confirm planogram and SKU mapping are accurate.

• Verify load accuracy to reduce mischarges.