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Jev, Liquid's d1 and Microsoft-Decision-1 all claim calibrated decisions. Which should the customer use? Design the bake-off.

Three vendors, three self-run benchmarks, prices within a few percent of each other. The decision comes from five tests on the customer's own labeled rows, and two of them catch flaws that accuracy and calibration error cannot see. Includes a runnable harness.

Updated Nov 2026 · Grounded in real Forward Deployed Engineer interview loops and written to a senior-engineer editorial bar.

Three vendors, three self-run benchmarks, prices within a few percent of each other. The decision comes from five tests on the customer's own labeled rows, and two of them catch flaws that accuracy and calibration error cannot see. Includes a runnable harness.

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