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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 20 of 20

Turn Three Maintenance Bids Into One Five-Year Cost of Ownership

PO & Risk · Facilities / Rental

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


📥 Download the practice file: case-file.txt — the 14-unit equipment schedule, three years of fleet repair data, and all three HVAC maintenance proposals. Paste the whole file into any AI tool to follow along.


Three vendors bid on fourteen rooftop units across three Denver buildings. The fees: $12,000, $23,900, and $38,750 a year — the top bid more than triple the bottom. Rank them on what the fleet actually costs to own, and the order inverts. Summit's $12,000 fee costs $3,700 per unit to run. FrontRange's $23,900 costs $2,116. The cheapest contract price hides the second-highest cost of ownership.

The spread is not three vendors competing on the same scope. It is three vendors measuring different things and calling them the same name. Summit's fee covers quarterly visits; everything that actually breaks is extra. Alpine's "comprehensive" contract excludes six of your fourteen units in an addendum. FrontRange's hybrid caps parts below what old units cost to fix. Each proposal puts a different share of the real cost inside the fee and the rest in fine print — and a straight fee comparison treats the fine print as if it does not exist.

Sorting this out by hand means reading every addendum, cross-referencing fourteen units across three age brackets, and projecting the fleet forward five years. Your VP asked for one number: cost per unit, five years out, on her desk Thursday.

This lesson does it in two steps. Step 1 — feed: give the AI a brief that forces it to decompose each contract into its real cost components. Step 2 — report: compress the analysis into a single page your VP can sign. Two prompts, one case file, one method you can reuse on any maintenance renewal.


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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€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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