Capture
Email, WhatsApp, forms, audio transcripts, spreadsheets or documents.
FREE B2B OPERATIONS BLUEPRINT
Turn messy customer requests into structured, validated quotes.
See the architecture, extraction logic, validation guardrails and deployment checklist behind a practical AI Shadow Pipeline for B2B operations.
Extraction prompt structure Margin & validation guardrails Human approval workflow 3 practical test scenarios
View the Blueprint B2B SHADOW PIPELINE
INBOUND REQUEST
“Need 50 valves and 200m of hose delivered next Friday.”
ExtractItem · Qty · SKU
ValidatePrice · Margin · MOQ
ApproveHuman review
Ready for approval
SYSTEM ARCHITECTURE
The five-step Shadow Pipeline
Use this as the operating model before choosing tools or integrations.
Extract
Items, quantities, SKUs, urgency, deadlines and delivery constraints.
Validate
Price table, minimum order, margin rules, stock and missing information.
Human Approval
Escalate exceptions, discounts and sensitive decisions before execution.
Sync
Send approved structured data to the CRM, ERP, spreadsheet or internal system.
EXTRACTION LOGIC
Never guess what the customer did not specify.
The extraction layer should only capture explicit information. Ambiguous quantities or unidentified products are flagged for clarification instead of being invented.
{
"urgency_level": "MEDIUM",
"items": [
{
"item_description": "Heavy Duty Valve",
"quantity": 50,
"matched_sku": "VALVE-HYD-02",
"status": "VALID"
}
],
"internal_alerts": null
} NEXT STEP