Which distributor records are worth reviewing?
The strongest starting point is often the decision history behind an order: what the customer needed, which alternatives were considered, what was rejected and how the order turned out. A product catalogue alone does not preserve that judgment.
An industrial distributor may have this history across ERP, CRM, quoting tools, supplier correspondence and returns systems. Whether it is useful depends on a buyer’s task, the connections that survive and the permissions your company holds.
Look for connected sourcing cases
These examples illustrate how to describe records. They are not accepted datasets, customer results or current purchase requests.
Consider an unusual equipment requirement: the RFQ contains conflicting specifications, the team rejects a proposed substitute, an expert clarifies the constraint, and the customer approves a revised quote. Connect the later order to any return or documented acceptance. Shipment alone does not establish that the substitute was technically correct.
| Workflow | Records to connect | Outcome to distinguish |
|---|---|---|
| Parts substitution | Original request, compatibility constraints, rejected alternatives, approval | Ordered, cancelled, returned or still unresolved |
| Quote revision | RFQ, supplier response, price or lead-time change, revised quote | Accepted offer versus a quote that never converted |
| Shortage recovery | Unavailable item, proposed substitute, engineer or customer decision | Delivered part and later fit or failure report |
| Return investigation | Order, stated defect, inspection, replacement or credit decision | Verified fault, incorrect specification or incomplete evidence |
How could that support an AI system?
A sourcing agent could be tested on whether it respects constraints and chooses an appropriate next step. The useful input is the information available before the decision, not a file that already reveals the accepted answer.
This is a task-based opportunity to investigate, not a forecast of guaranteed orders. Read workflow data for AI agents and evaluation-only licensing to distinguish the proposed use.
What makes the history usable?
Check whether RFQs link to quote versions, substitutions and final order or return status. Preserve units, specification versions, dates and the recorded reason for a rejection. Missing reasons should stay marked as missing.
Keep customer identities, confidential pricing, restricted specifications, supplier terms and third-party catalogue content separate in the inventory. Possession of a document does not by itself establish permission to license it.
Start with one product family and workflow
Use the record-map builder to outline industrial sourcing locally. Describe approximate history, systems, linked outcomes, known gaps and the team who can explain them. You do not need a new data warehouse or an export for a first conversation.
Request an initial company review. Origin helps organize the opportunity and consider a possible introduction. A recipient evaluates its own needs and proposes terms; your company separately approves any introduction and access. There is no standard payout for quote history.