When the requested SKU is out of stock,
give the agent a real answer.
B2B agents build requisitions by reading product graphs. When your data layer says “not found” instead of returning a ranked fallback, the agent escalates to a human or, worse, silently drops the line item. MarketBasketAnalysis exposes quote-bundle proposals, substitution lookups, and basket-cohesion scoring through MCP so the agent gets a ranked answer the first time.
Native Magento + Adobe Commerce module · Hosted-tier available for BigCommerce B2B
Your agent doesn't ask “what goes with X?” first. It asks “is X available?”
Generic product graphs answer the second question. They have nothing to say about the first. Procurement agents need both, in one call.
Substitution lookup
Ranked replacements when the requested SKU is unavailable. Each result includes a similarity score and a reason code (context_similar, category_match, vendor_match). Built from your store's actual co-purchase patterns, not a vendor taxonomy.
Quote-bundle proposals
Given the seed SKUs in an RFQ, the agent gets a complete bundle proposal with cohesion score plus complementary line items that pair with the cart as a whole. One MCP call.
Per-merchant truth
Generic commerce graphs trained on web crawls don't know your customers. We mine the orders you've already fulfilled and score by what actually ships together.
B2B procurement is already shifting to agents.
Ariba, Coupa, SAP Business Network are exposing MCP-style integrations. AI agents on the buyer side will route through your data layer before they route through your sales team. Make sure the answer they get is yours, not a generic guess.
- Distributor with a wide catalog?
Substitution lookup is the difference between losing a line item and converting it. The bigger the catalog, the more value per call.
- Manufacturer with a kit-heavy SKU set?
Quote-bundle proposals turn one-line requisitions into kits. Same algorithm we use for consumer cross-sells, retargeted at the procurement workflow.
- Selling on Adobe Commerce or Magento Open Source?
Native composer module. Installs alongside your existing B2B extension stack with zero conflict.
- Running an agent on the buyer side?
MCP server ships as an npm package. Bearer auth, sanitized error surface, SSRF-guarded base URL. Wire it into Claude Agent SDK or OpenAI Agent SDK in 5 minutes.
Read the agentic-commerce buyer's guide
10-page free guide on what to ask vendors about MCP, substitution lookup, RFQ-bundle proposals, and where buyer-side procurement agents actually land in 2026.
Read the guideReady to turn your order data into revenue?
Install on your platform in under 10 minutes. Or book a consulting call and we'll do the launch for you.