Defensible supplier selection
Score every risk on the same weighted criteria, with the rationale recorded.
— Procurement & Vendors
Upload a delivery-history export with a row per order or per supplier-period and a column recording the result (e.
1–2 weeks → ~25 minutes
For a full population, not a sample
No coding required
— USE CASES
Score every risk on the same weighted criteria, with the rationale recorded.
Different formats are normalised into one structure so a like-for-like comparison is possible.
Re-run the same assessment periodically to track whether performance or risk has shifted.
— HOW IT BEHAVES
The mechanics behind this specific template — what it reads, what it calculates, and where a human stays in the loop.
Each row of your export is processed on the same basis, so no risk is skipped however long the table is.
Findings on the risk universe in scope are written up as a document that reads like professional output, with each claim tied back to a risk.
Detail rows are summarised into the grouped view of the risk universe in scope without losing the underlying risks.
Evaluating the risk universe in scope fairly means applying identical criteria to submissions that arrive in wildly different formats. Defensible supplier selection is the typical trigger — score every risk on the same weighted criteria, with the rationale recorded. Get it right and the conclusion holds up in the room; get it rushed and it gets picked apart. Either way it costs roughly 1–2 weeks of experienced attention.
Here the same job runs as a Skill. Your material goes in; a scored evaluation per risk with the reasoning shown comes out, alongside a ranked comparison ready for a decision paper. What sits between input and output is the codified method: thresholds, sequencing and the points where a human confirms a call — all of it visible and editable in the Skill. The practical effect: 1–2 weeks of manual work becomes a ~25 minutes run, held to an identical standard on the tenth engagement as on the first.
Supplier failure risk exports as a structured SKILL.md file and is MCP-ready, so the same method runs in ChatGPT, Claude, Copilot or your own AI products. Adapt it to your methodology, and the intelligence stays yours — not locked to one vendor.
Vendor scorecard & rank
Scores vendor responses on quality, cost and risk, computes weighted totals, ranks the field and writes a recommendation with trade-offs stated.
RFP bid comparison matrix
Extracts and scores every bid against every evaluation criterion with a reason per cell, rendered as a heatmap showing the decisive differences.
Category spend & savings
Rolls an invoice or contract export up by spend category, charts it, and quantifies savings opportunities with the suggested lever per category.