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Course overview

The 20 Lessons

1 of 20 unlocked

01Normalize Messy SaaS Vendor Quotes — Unit Conversion, Hidden Fees, Cross-Platform Verification02Review a SaaS Master Service Agreement for Traps — Auto-Renewal, Price Escalation, Data Portability03Compress a Messy Savings Ledger Into the One Page Your CFO Will Sign04The Price-Increase Counter: Make AI Show You What It Can't Know05SaaS License Audit — Checking Contracts Before Cutting Seats06Build the AI-Adoption ROI Case That Survives the CFO07Compare Three Consulting Bids With AI — The $15K Spread That's Really $75008Commodity-Price Drift Monitor — Make the AI Design the Checklist, Then Bring the Index09Auditing a Services SOW Bundle: Feed, Chain, Report10PO Price-Variance Audit — From Raw Extract to Three Director Actions11Freight Landed Cost — Normalizing Quotes That Cover Different Spans of the Same Trip12Make AI Cross-Reference Three Documents Before You Renew a Supplier13SaaS Consolidation: From Three Overlapping Tools to One Committee-Ready Memo14Build a Supplier Risk Register When Three of Your Data Fields Are Lying15Compare Two Freight Contracts by Making AI Build the Crosswalk16Turn Three Fleet Bids Into One Recommendation Your VP Can Sign17Build a Weighted Vendor Ranking from Three Data Sources18From Three Incompatible Equipment Proposals to One Number Your Capital Committee Can Approve19Merge Three Catalogs Without Deleting the One Part Someone's Safety Depends On20Turn Three Maintenance Bids Into One Five-Year Cost of Ownership
All lessons
Course overview

The 20 Lessons

1 of 20 unlocked

01Normalize Messy SaaS Vendor Quotes — Unit Conversion, Hidden Fees, Cross-Platform Verification02Review a SaaS Master Service Agreement for Traps — Auto-Renewal, Price Escalation, Data Portability03Compress a Messy Savings Ledger Into the One Page Your CFO Will Sign04The Price-Increase Counter: Make AI Show You What It Can't Know05SaaS License Audit — Checking Contracts Before Cutting Seats06Build the AI-Adoption ROI Case That Survives the CFO07Compare Three Consulting Bids With AI — The $15K Spread That's Really $75008Commodity-Price Drift Monitor — Make the AI Design the Checklist, Then Bring the Index09Auditing a Services SOW Bundle: Feed, Chain, Report10PO Price-Variance Audit — From Raw Extract to Three Director Actions11Freight Landed Cost — Normalizing Quotes That Cover Different Spans of the Same Trip12Make AI Cross-Reference Three Documents Before You Renew a Supplier13SaaS Consolidation: From Three Overlapping Tools to One Committee-Ready Memo14Build a Supplier Risk Register When Three of Your Data Fields Are Lying15Compare Two Freight Contracts by Making AI Build the Crosswalk16Turn Three Fleet Bids Into One Recommendation Your VP Can Sign17Build a Weighted Vendor Ranking from Three Data Sources18From Three Incompatible Equipment Proposals to One Number Your Capital Committee Can Approve19Merge Three Catalogs Without Deleting the One Part Someone's Safety Depends On20Turn Three Maintenance Bids Into One Five-Year Cost of Ownership

Lesson 12 of 20

Make AI Cross-Reference Three Documents Before You Renew a Supplier

Supplier Screening & Evaluation · Raw Materials / Chemicals

Synthetic case data — evidence from real ChatGPT, Claude, Gemini and Copilot runs.


One file, three documents: annual-report excerpts, a news digest, and an ESG risk summary for a fictional supplier. Paste it into any AI tool to follow along.


Your chemicals contract expires in 60 days. You're the category manager for Aethon Chemical Industries — $4.2M a year, seven years running, no quality complaints — and your procurement director wants a financial health screen before he approves a three-year renewal. His only instruction: "Something about their CFO leaving doesn't sit right." Your job is to turn a hunch into a one-page assessment he can act on — by Thursday.

Three documents are on your desk: annual-report excerpts, a news digest, and an ESG risk summary. On the surface, every one clears the bar. And if you paste them into an AI tool with a one-line prompt — "is this supplier healthy?" — the AI catches individual red flags (falling cash flow, rising debt, governance turnover) and adds conditions to the renewal. In our four real runs (2026-07-02), none of the four tools rubber-stamped a three-year deal.

Useful. But incomplete. In those same four runs, none ran the quantified 24-month coverage test that shows ~$108M needs refinancing. None connected the governance collapse to the debt cliff to the bond price as a single sourced pattern. None produced the sourced, cross-document risk assessment a director can act on without translation. Those appeared — from the same tools, the same documents — only when the prompt told the AI to cross-reference.

This lesson teaches you how to write that prompt. And how to grade what comes back.


You’ve read the free three. The other seventeen are where the misses live.

The first lessons show what a general-purpose AI catches on a procurement task. The rest show what it misses — the unit conversion that survives an expert prompt, the two clauses it lists but never connects, the table that contradicts its own arithmetic. That gap is the job.

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  • ✓All 20 lessons, permanent access
  • ✓Practice case files for every lesson
  • ✓Real ChatGPT / Claude / Gemini / Copilot evidence
  • ✓New lessons included as they ship
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Live team workshop

€2,500per team

For procurement teams and their leaders

  • ✓Live 2-hour workshop, run for your team
  • ✓Built on the same 20-lesson curriculum
  • ✓Your categories, your workflows
  • ✓Led by a practitioner running AI adoption inside a Fortune 500 procurement organization
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