This walks through one sourcing query two ways: the way it's handled today, against five suppliers with five different systems — and the way it works once each supplier exposes an MCP server instead.
Illustrative simulation of a real sourcing workflow — timings are representative of the kind of gap teams report, not a benchmark of specific vendors.
Custom auth, custom schema. Someone already wrote this integration.
GET /api/v3/pricing?sku=CU-COUP-050 (proprietary auth header)No API. Price page layout changed last week — parser needs a fix before this works.
scrape_price_table(url) → selector mismatchEDI 840/850 exchange. Batch process, response lands next business day.
EDI 840 sent → 850 pendingDownload this week's price book, parse it, match SKUs by hand.
price_book_2026_09.csv (14,220 rows)Normalize five different schemas into one comparable table.
Agent connects to all five suppliers' MCP servers — same protocol, no custom code per vendor.
All five return the same JSON shape. No parsing, no schema-matching.
Agent ranks all five on price, stock, and ship date automatically.
Most companies won't publish pricing publicly. The more durable pattern is an MCP server that sits in front of the ERP and returns the correct customer-specific price — without exposing the full price book to anyone.
The MCP server doesn't replace the ERP or make pricing public — it's a consistent, permissioned interface the agent can query the same way it would query any other supplier, while the ERP still enforces who sees what.
Concentrated in software and data — not yet in physical goods or distribution, which is exactly where the opportunity sits.
| Type | Maturity | What's typical |
|---|---|---|
| AI model pricing | Mature | Live pricing exposed directly via MCP |
| SaaS pricing | Emerging | Agent/service marketplaces with MCP endpoints |
| Enterprise data products | Emerging | Data products and price tiers exposed via MCP |
| Physical product catalogs | Rare | Mostly pilots or custom builds |
| Manufacturer / distributor price books | Very rare | Still REST, EDI, or private integrations — this is the gap |
MCP doesn't replace the ERP. It becomes the AI-facing interface to it — the same role a website played for browsers, now for agents. Companies that wrap their existing price books this way get found, compared, and quoted by AI automatically; the ones that don't stay invisible to it.