Buying & inventory
Supplier specifications, purchasing choices, replenishment histories, inventory discrepancies and subsequent sell-through.
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The reasoning behind the transaction
Retail, wholesale & e-commerce
Orders are only one part of the picture. Product questions, substitutions, purchasing decisions, returns and stock movements can explain the work behind a sale.
Discuss records in this sectorMovement & commerce
What information explains why a commercial decision was made?
A useful commercial archive connects products, decisions and outcomes. A contact list or an unfiltered export of customer transactions is not the offer.
Illustrative connectionNot a sample archive or a promise of value
- 01
Product or customer question
- 02
Sourcing or substitution decision
- 03
Order, stock or service event
- 04
Return, resolution or sell-through
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.
Product expertise
Compatibility enquiries, fitment advice, material substitutions and resolved technical questions, where the underlying material is permitted for reuse.
After-sales evidence
Returns, faults, refunds and service resolutions linked to product versions and the original issue.
Potential uses, not promised demand
What might an AI team investigate?
- Evaluating product-information retrieval and evidence-based answers to compatibility questions.
- Studying stock and service workflows using appropriately cleared records.
- Testing how a system follows a product issue from enquiry to resolution.
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 identities, payment data, account credentials and order addresses do not belong in an initial enquiry.
- Product images, brand content and supplier catalogues may be licensed rather than owned by the retailer.
- Pharmacy records require a separate clinical/privacy assessment; this guide does not imply that prescription or patient data is eligible.
McKays does not promise that redaction or anonymisation will make material suitable. Detailed review, preparation responsibilities and any specialist advice must be agreed separately.
Find your kind of business
Specific work.
Specific records.
Explore examples for the businesses and organisations in this sector.
Grocery retailers
Record classes to describe, not upload
- Replenishment, shrinkage and stock histories
- Substitution and buying decisions linked to sell-through
- Customer enquiries, complaints and resolved compatibility questions
- Order margins, refunds and inventory-cost explanations
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveCommunity pharmacies
Record classes to describe, not upload
- Dispensing records and medication queries
- Prescription exception and checking workflows
- Customer enquiries, complaints and resolved compatibility questions
- Order margins, refunds and inventory-cost explanations
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveAutomotive parts distributors
Record classes to describe, not upload
- Fitment enquiries and compatibility feedback
- Returns linked to inspection and confirmed causes
- Customer enquiries, complaints and resolved compatibility questions
- Order margins, refunds and inventory-cost explanations
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveBuilders' merchants
Record classes to describe, not upload
- Trade enquiries and material-substitution questions
- Trade quotes, purchase orders and supplier negotiations
- Customer enquiries, complaints and resolved compatibility questions
- Order margins, refunds and inventory-cost explanations
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveIndustrial fastener distributors
Record classes to describe, not upload
- Fastener specifications and application requirements
- Specification-matching queries and answers
- Customer enquiries, complaints and resolved compatibility questions
- Order margins, refunds and inventory-cost explanations
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveApparel retailers
Record classes to describe, not upload
- Sizing, fit and return explanations
- Buying and replenishment decisions linked to sales
- Customer enquiries, complaints and resolved compatibility questions
- Order margins, refunds and inventory-cost explanations
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveUsed and rare-book dealers
Record classes to describe, not upload
- Catalogues, provenance and condition descriptions
- Bindings, inscriptions and condition photographs
- Customer enquiries, complaints and resolved compatibility questions
- Order margins, refunds and inventory-cost explanations
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveAuction houses
Record classes to describe, not upload
- Item provenance and cataloguing records
- Condition assessments and valuation evidence
- Customer enquiries, complaints and resolved compatibility questions
- Order margins, refunds and inventory-cost explanations
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveHeavy-equipment dealerships
Record classes to describe, not upload
- Trade-in and used-equipment assessments
- Service histories and warranty outcomes
- Customer enquiries, complaints and resolved compatibility questions
- Order margins, refunds and inventory-cost explanations
Examples to investigate, not a claim that these records exist, are owned by the holder or can be licensed.
Discuss this type of archiveOnline marketplace operators
Record classes to describe, not upload
- Listing-quality and product-review investigations
- Transaction disputes and resolution evidence
- Customer enquiries, complaints and resolved compatibility questions
- Order margins, refunds and inventory-cost explanations
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 product categories, approximate operating years, retained systems and whether product identifiers connect enquiries, stock 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.