CNC & precision engineering
Programs, drawing revisions, setup sheets and finished-part dimensional inspections, connected by job, part or revision number.
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From specification to measured result
Manufacturing & industrial services
A drawing, program or machine log becomes more useful when it can be connected to the part, batch, inspection or repair that followed.
Discuss records in this sectorBuilt & made
Which settings, changes and checks explain the result?
We are interested in the relationship between technical intent and observed results, not simply a folder of drawings or a large quantity of sensor readings.
Illustrative connectionNot a sample archive or a promise of value
- 01
Drawing or specification
- 02
Setup, program or method
- 03
Inspection & correction
- 04
Part, batch or service outcome
Relevant records
Look beyond
the final file.
What was known, what was decided, what happened and what the evidence shows.
The examples below are categories to discuss. Existence, rights, suitability and buyer requirements still need to be established.
Production & quality
Melt chemistry, moulding settings, material genealogy, defect images and corrective actions. Preserve failed batches and rework rather than only the best results.
Maintenance & specialist testing
Fault descriptions, diagnostic reasoning, calibration measurements, teardown observations and subsequent equipment performance.
Potential uses, not promised demand
What might an AI team investigate?
- Evaluating whether a system can find the correct specification and revision for a technical question.
- Studying relationships between production conditions, defects and recorded corrections.
- Testing evidence-based troubleshooting on permitted maintenance histories.
Any actual recipient, purpose and permitted use must be agreed. These are research and evaluation possibilities, not confirmed buyers, available datasets or claims of proven AI performance.
Before anything is shared
The boundaries
are part of the work.
- Customer-owned designs, licensed software, CNC code and supplier formulations may carry separate restrictions.
- Defence, export-controlled or security-critical material needs specialist assessment and must not be included in an initial enquiry.
- Measurements need units, equipment context and calibration history; a record of an action is not proof that it caused an outcome.
McKays does not promise that redaction or anonymisation will make material suitable. Detailed review, preparation responsibilities and any specialist advice must be agreed separately.
Research & specialist records
Explore the subject.
Keep the context.
These record areas sit within this sector. They complement the business types below; they are not additional businesses or a catalogue of available datasets.
Materials science
Specialist record area
- Material formulations, synthesis or processing conditions, microscopy and characterisation measurements.
- Mechanical, thermal or electrical test results linked to specimens, instrument settings and provenance.
Illustrative categories only. Ownership, permissions, confidentiality, funding or publisher restrictions and the proposed use must be reviewed. No records, rights or buyer demand are assumed.
Mechanical engineering
Specialist record area
- Design calculations, CAD revisions, simulation models, prototype tests and instrumentation records.
- Load cases, tolerances, failure investigations and documented comparisons between predicted and measured performance.
Illustrative categories only. Ownership, permissions, confidentiality, funding or publisher restrictions and the proposed use must be reviewed. No records, rights or buyer demand are assumed.
Find your kind of business
Specific work.
Specific records.
Explore examples for the businesses and organisations in this sector.
CNC machine shops
Record classes to describe, not upload
- CNC programs linked to drawings and revisions
- Finished-part dimensional inspection results
- Setup sheets, tooling instructions and work methods
- Design or technical review recordings linked to drawing/code revisions and completed actions, if retained
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveMetal foundries
Record classes to describe, not upload
- Melt chemistry and alloy formulations
- Casting defects and metallurgical investigations
- Setup sheets, tooling instructions and work methods
- Nonconformities, causes and corrective-action results
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveMetal-forging companies
Record classes to describe, not upload
- Press settings, temperatures and forging cycles
- Mechanical-property and dimensional tests
- Setup sheets, tooling instructions and work methods
- Nonconformities, causes and corrective-action results
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveSheet-metal fabricators
Record classes to describe, not upload
- Nesting plans, bend sequences and part drawings
- Dimensional deviations and fabrication defects
- Setup sheets, tooling instructions and work methods
- Nonconformities, causes and corrective-action results
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveWelding fabrication shops
Record classes to describe, not upload
- Welding procedures and qualification records
- Weld images linked to inspection outcomes
- Setup sheets, tooling instructions and work methods
- Nonconformities, causes and corrective-action results
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveInjection-moulding manufacturers
Record classes to describe, not upload
- Mould temperatures, pressures and cycle settings
- Short shots, warpage and part-defect records
- Setup sheets, tooling instructions and work methods
- Nonconformities, causes and corrective-action results
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archivePlastics extrusion plants
Record classes to describe, not upload
- Temperature profiles, line speed and pressure logs
- Dimensional and material-property measurements
- Setup sheets, tooling instructions and work methods
- Nonconformities, causes and corrective-action results
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveRubber-compounding manufacturers
Record classes to describe, not upload
- Compound formulations and ingredient batches
- Hardness, tensile and ageing test results
- Setup sheets, tooling instructions and work methods
- Nonconformities, causes and corrective-action results
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveIndustrial ceramics manufacturers
Record classes to describe, not upload
- Firing schedules and kiln conditions
- Fracture, shrinkage and surface-defect assessments
- Setup sheets, tooling instructions and work methods
- Nonconformities, causes and corrective-action results
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveGlass manufacturers
Record classes to describe, not upload
- Furnace and forming-process conditions
- Optical defects and inspection images
- Setup sheets, tooling instructions and work methods
- Nonconformities, causes and corrective-action results
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveSemiconductor fabrication companies
Record classes to describe, not upload
- Process and equipment measurements
- Wafer defect maps and inspection imagery
- Engineering changes and specification decisions
- Assembly or production instructions and revisions
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveElectronics assembly manufacturers
Record classes to describe, not upload
- Automated optical inspection and solder-defect images
- Board-test results and diagnosed failures
- Engineering changes and specification decisions
- Assembly or production instructions and revisions
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveBattery manufacturers
Record classes to describe, not upload
- Cell-production settings and formation curves
- Cycle life, capacity and safety-test results
- Engineering changes and specification decisions
- Assembly or production instructions and revisions
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveElectric motor manufacturers
Record classes to describe, not upload
- Winding and component specifications
- Efficiency, vibration and load-test results
- Engineering changes and specification decisions
- Assembly or production instructions and revisions
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveMedical-device manufacturers
Record classes to describe, not upload
- Verification and validation test results
- Device quality investigations and corrective actions
- Engineering changes and specification decisions
- Assembly or production instructions and revisions
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveTextile mills
Record classes to describe, not upload
- Loom settings and production histories
- Fabric defects and quality-inspection images
- Engineering changes and specification decisions
- Assembly or production instructions and revisions
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveGarment manufacturers
Record classes to describe, not upload
- Patterns, grading and design revisions
- Fit assessments and manufacturing defects
- Engineering changes and specification decisions
- Assembly or production instructions and revisions
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveFurniture manufacturers
Record classes to describe, not upload
- Joinery, assembly and cutting drawings
- Finishing defects and load-test findings
- Engineering changes and specification decisions
- Assembly or production instructions and revisions
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archivePaper and packaging manufacturers
Record classes to describe, not upload
- Material grades and packaging specifications
- Strength, moisture and barrier tests
- Engineering changes and specification decisions
- Assembly or production instructions and revisions
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveAdhesive manufacturers
Record classes to describe, not upload
- Formulation and application trials
- Bond-strength, ageing and compatibility tests
- Engineering changes and specification decisions
- Assembly or production instructions and revisions
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveIndustrial maintenance contractors
Record classes to describe, not upload
- Fault reasoning and repair decisions
- Work orders, repairs and subsequent failures
- Customer fault descriptions and technical clarification
- Diagnostic, inspection and repair procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveNondestructive testing companies
Record classes to describe, not upload
- Ultrasonic scans and radiographic images
- Inspection measurements and defect assessments
- Customer fault descriptions and technical clarification
- Diagnostic, inspection and repair procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveCalibration laboratories
Record classes to describe, not upload
- Instrument deviations and uncertainty budgets
- Calibration, adjustment and drift histories
- Customer fault descriptions and technical clarification
- Diagnostic, inspection and repair procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveFailure-analysis laboratories
Record classes to describe, not upload
- Microscopy and fracture images
- Root-cause hypotheses and confirmed explanations
- Customer fault descriptions and technical clarification
- Diagnostic, inspection and repair procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveIndustrial automation integrators
Record classes to describe, not upload
- PLC logic, robot programs and configuration changes
- Commissioning faults and resolution records
- Customer fault descriptions and technical clarification
- Diagnostic, inspection and repair procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveTool-and-die makers
Record classes to describe, not upload
- Tooling drawings and design revisions
- Tool-wear and finished-part measurements
- Customer fault descriptions and technical clarification
- Diagnostic, inspection and repair procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveAdditive manufacturing bureaus
Record classes to describe, not upload
- Print settings, machine logs and build conditions
- Build failures and corrective adjustments
- Customer fault descriptions and technical clarification
- Diagnostic, inspection and repair procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveEquipment rental companies
Record classes to describe, not upload
- Equipment assets and utilisation histories
- Damage, breakdown and repair records
- Customer fault descriptions and technical clarification
- Diagnostic, inspection and repair procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archivePump and compressor repair shops
Record classes to describe, not upload
- Teardown photographs and wear observations
- Pressure, flow, vibration and performance tests
- Customer fault descriptions and technical clarification
- Diagnostic, inspection and repair procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveCommercial printing companies
Record classes to describe, not upload
- Colour profiles, materials and print specifications
- Proof corrections and rejected production runs
- Customer fault descriptions and technical clarification
- Diagnostic, inspection and repair procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveWind-turbine maintenance companies
Record classes to describe, not upload
- Turbine telemetry and vibration histories
- Blade inspection imagery and defect annotations
- Client, supplier or technical query correspondence
- Specialist operating and quality-control procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveOilfield service companies
Record classes to describe, not upload
- Well-service measurements and equipment logs
- Intervention plans and executed procedures
- Client, supplier or technical query correspondence
- Specialist operating and quality-control procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveOptical instrument manufacturers
Record classes to describe, not upload
- Optical designs and component drawings
- Alignment, resolution and spectral test results
- Client, supplier or technical query correspondence
- Specialist operating and quality-control procedures
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveNo matching business type in this guide. Search all sectors, or describe your records in an enquiry.
A useful first enquiry
Start with a description.
Not the archive.
Tell us the processes or equipment involved, the span of jobs or batches, the formats, and which identifiers connect programs, drawings, measurements and outcomes.
Paper, digital and mixed archives can be discussed. Approximate answers are fine. Mention your role, who can authorise a review and any practical deadline.
Prepare an enquirySend a non-confidential enquiry through the website. No archive files are uploaded.