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Lumber grading scanner application and required process result; Species defects and grading rules: Provide species, moisture range, dimensions and an annotated set of acceptable and rejected defects. Knots, resin pockets, wane and color variation need decision rules rather than a generic claim of visual recognition.; Transport sensing and downstream decisions: Compare surface coverage, scanning orientation, feed stability and the interface to crosscut or sorting equipment. Detection is useful only if the resulting cut or grade assignment remains associated with the correct board.; Representative input variation and difficult production cases; Required acceptance evidence: Use a blinded sample set representing production variation and compare machine decisions with the agreed reference grading. Report missed defects and unnecessary rejection separately, including dirty or poorly presented boards.; Site and utility scope: Provide stable board transport, clean sensor access, suitable lighting and dust management. Establish how scans, labels and downstream board positions stay synchronized during stops and restarts.; Service provision: Maintain lighting, camera cleanliness, calibration and grading-model versions. Review changed species or customer grading rules before treating an existing setup as qualified.; OEM/ODM engineering scope: OEM sorting and cut optimization may be integrated; ODM recognition models need labeled samples, independent validation and any required structural-grading approval.; Upstream preparation and downstream handling interfaces; Destination country and applicable installation requirements; Production schedule, changeover mix and operator availability; Drawings, samples, inspection method and rejected-output criteria.