https://video.ut0pia.org/videos/watch/83ec2704-b595-4a06-a67e-ec48e7edae8d Every month it is the same trap. A reasoning model gets upgraded at the same price per token, then quietly burns three times the output tokens. Or the new version costs 40% more and deprecates its predecessor in four months. Are you growing 40%? Making three times the revenue? Sarah Sachs, who leads AI engineering at Notion and negotiates its model contracts, says no, and that is why she treats every vendor as a competitor. Buy tokens from a lab that also sells the first party product and you are paying a markup on a markup for something you cannot defend, with no exit if you lock yourself to one provider. Her answer is to stop winning on token economics and win on product: data flywheels, orchestration, and staying model agnostic so optionality stays your leverage. Notion's auto model quietly routes about 75% of traffic and swaps providers underneath, her AI Switzerland approach; triaging an email inbox on Opus, she says, rips off the customer and Notion both. Route by cost per capability per second, not per token; use open weight models for the moderate middle; reach for CPUs over GPUs, because you do not need an LLM to turn a CSV into a PDF. The final stretch turns to the lethal trifecta and a live demo of Notion agents scoping a task, tagging in teammates, and opening a PR. Speaker info: https://x.com/sarahmsachs, https://www.linkedin.com/in/sarahmsachs/, Timestamps: 0:00 - Welcome to Token Town: AI poor vs AI rich 1:25 - Negotiating AI contracts as Notion's AI Anna Wintour 2:30 - The AI transformation journey and the system of record 4:46 - Why cost is the structural barrier 5:34 - The monthly model pricing traps 7:28 - Your supplier is your competitor 8:44 - Win on product, not token economics 9:50 - Not all traffic belongs on the frontier model 12:10 - Optionality is your leverage 13:25 - The auto model and the model agnostic playbook 15:04 - Open weight models for the middle 17:00 - CPUs over GPUs and governance 17:53 - Security: the lethal trifecta 19:46 - Live demo: orchestrating Notion agents into a PR Fri, 24 Jul 2026 19:28:18 GMT https://validator.w3.org/feed/docs/rss2.html PeerTube - https://video.ut0pia.org https://video.ut0pia.org/lazy-static/avatars/0287a09a-aae7-4840-9843-b416426e7046.webp https://video.ut0pia.org/videos/watch/83ec2704-b595-4a06-a67e-ec48e7edae8d All rights reserved, unless otherwise specified in the terms specified at https://video.ut0pia.org/about and potential licenses granted by each content's rightholder.