Metalworking, Casting-Forging and Mechanical-Part Vision Solution

Scope and project-specific requirements

Critical decision conditions

Use drawing datums and gauge comparisons; distinguish appearance proxies from traceable metrology without inferring material properties.

Service packages and implementation

Select relevant service packages by station and define upstream/downstream data and responsibilities. Modules not selected in the contract are not included by default.

• A13 Edge Chipping, Burr and Contour-Integrity Inspection
• A28 Casting, Forging and Stamping Surface-Defect Inspection
• A30 Machined-Surface Tool-Mark, Chatter-Mark and Impact-Damage Inspection
• A42 Steel Strip, Aluminum Strip, Foil and Metal-Coil Inspection
• A43 Pipe, Bar and Profile Surface Inspection
• A49 Thread, Tooth-Profile and Fastener Surface-Defect Inspection
• B16 Thread Pitch, Flank Angle and Effective-Length Measurement
• B17 Gear Tooth Count, Tooth Profile and Tip-Damage Measurement
• B18 Tool, Blade and Cutting-Edge Measurement
• B19 Weld-Groove, Root-Gap and Hi-Lo Measurement
• B20 Dispensing, Potting and Solder-Volume Measurement
• B23 Curvature, Radius and Freeform-Surface Profile Measurement
• B24 Cross-Section, Contour and Reference-Template Deviation Measurement
• B25 Visual Assessment of Surface Roughness and Texture Parameters
• B26 3D Geometric Tolerance and Datum-Feature Measurement

Inputs for assessment

Provide business flows, station lists, site samples, existing equipment/IT systems, priorities, responsibilities, budget constraints and staged objectives.

Deliverables and interface agreement

Station-level architecture, service work packages, interface/responsibility matrix, sample-validation plan, risk register and subsystem acceptance plan.

Specify input formats, output fields, coordinates/units, error states, versions and invocation methods. Define review and failure handling. The statement of work determines the exact scope of source code, executables, model files or analysis reports.

Acceptance method and measures

Break business goals into stations and service packages, then define subsystem metrics and cross-system integration tests; do not accept an industry solution using a single aggregate accuracy score.

These are measures to agree and test, not achieved-performance claims. Freeze samples, reference truth, thresholds and hardware/software versions before acceptance; report subgroup results and failures, identifying under-sampled conditions as uncovered.

Implementation and procurement stages

1. Define scope

   Agree targets, stations, inputs and responsibilities in a statement of work, separating required and excluded conditions.

2. Sample validation

   Use representative samples to test critical risks, document feasibility/failures and scope the next-stage estimate.

3. Development and integration

   Implement agreed functions and interfaces with configuration/change records; use offline replay before authorized device or site integration.

4. Acceptance and handover

   Retest against individual measures and hand over contracted artifacts with known limits; manage maintenance, expansion and changeovers as subsequent work packages.

Scope limits and licensing

The package list supports scoping, not automatic inclusion of every module. Define equipment procurement, certification, business-system changes and specialist qualifications separately.

Candidate technologies are not license clearance. Check code, model weights, training data and dependency versions separately. Replace, license or exclude components unsuitable for the intended commercial delivery. Customer data is not used for public training by default.

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