Behind the implementation
The details we work through with your team.
The service starts with your business rules, not a generic feature list. These are the operating decisions that shape the specification, configuration, and testing for your project.
Start with a measurable buying problem
Choose a repeated task with clear inputs and an observable result: an RFQ waiting for rekeying, a buyer unable to find a part, or a support team checking shipment status. We establish the current process and agree measures such as draft correction rates, successful product matches, handling time, and escalations. A limited pilot gives your team evidence before a wider rollout.
Connect the systems your team already uses
The project may connect your ecommerce platform, ERP, PIM, CRM, document library, or order management system. We inspect available APIs, permissions, data quality, and licensing before selecting the integration approach. The interface can live in an existing storefront, dealer portal, or internal sales workspace; a full platform replacement is not a prerequisite.
Keep commercial rules authoritative
Account access, contract pricing, available inventory, credit limits, and order acceptance stay with the systems and business rules that own them. AI helps interpret a request or prepare a suggestion. We build validation and review into the transaction path, including clear handling for unavailable records, uncertain product matches, and attempts to access another account’s information.
Test with the requests your buyers actually send
We evaluate representative documents, shorthand product descriptions, unusual units, duplicate requests, and incomplete account details. Your team reviews the results against agreed acceptance criteria. Launch includes a staged release, a fallback to the existing workflow, and defined responsibility for monitoring quality, model usage, source-data changes, and ongoing improvements.
Discovery checklist for your project
Define the first workflow
Bring sample requests and a description of how your team handles them today. We use those examples to scope the first release.
- Who uses the feature, and what should they be able to complete?
- Which system owns the products, prices, accounts, and transaction records?
- What needs human review before it changes a quote, catalog, or order?
- What result would make the pilot worth extending?