Extraction
Candidate design
Read the request in whatever form it arrives, map the customer’s codes to your SKUs using the customer-specific mapping, and collect missing attributes conversationally instead of by email round trips.
What it needs from your systems
The customer-to-SKU mapping in a source the AI can read, with an owner (it often lives outside the ERP today); extraction accuracy measured on your real documents and formats, including scanned or photographed ones, before any output is trusted.
What stays with people
The mapping is the authority; until it has a home and an owner, extraction is not trusted.
Validation
Candidate design
Check the extracted order against deterministic rules: assortment entitlement, minimum quantities, lead-time-based delivery dates, stock and allocation.
What it needs from your systems
The rules in a system that can be queried; where a validated spreadsheet already enforces them, it is kept as the rule engine.
What stays with people
Rules stay rules. A spreadsheet or ERP check that already works is kept, not replaced by a language model; stock in the ERP is not permission to promise a date.
Release
Candidate design
Prepare the order in the format your ERP already imports and present it to the responsible person with the checks and exceptions visible.
What it needs from your systems
An existing import path (file or API) into the ERP that a person can release, confirmed for your ERP and version; direct database writes are avoided.
What stays with people
A person releases until the measured error rate justifies more.
Quote completion
Candidate design
For configurable products, guide the customer through the attributes a quote needs so the person pricing it does not re-key or chase.
What it needs from your systems
The attribute set and its dependencies in a structured form; a destination the pricing person works in.
What stays with people
Pricing and the commercial decision stay with people; the design guides choices, it does not expose the whole attribute table.
Document copies and status
Candidate design
Answer invoice, delivery-note and shipment-status requests from verified trade customers using linked documents and tracking numbers.
What it needs from your systems
Documents and tracking numbers linked to the order record; a verification of the requester against the customer record, not the sender address alone.
What stays with people
Sender identity is verified against the customer record, not inherited from an email address alone.