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AI ReadyDaily Brief · May 19, 2026
The strongest agent finished under 4% of real work last week
Six vendors said agents are the primary user this week. A new benchmark says agents finish under 4% of real workflows. Both are true.
A benchmark dropped last week, showing that the strongest AI agent completes under 4% of real workflows end-to-end. The same week, every major vendor repriced their software as if agents were already running your back office. Today's issue is to read about what that gap means for every agent contract you evaluate this quarter. In today’s issue: Main story: The strongest agent finished under 4% of real work last week AI Headlines since Friday Last Friday, the CEO of Mintlify, a documentation startup used by Anthropic, Cursor, and Resend, announced that the company was eliminating seat-based pricing entirely. The reason he gave: agents, not humans, are now the primary users of the software, an…
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THE AI READY MODEL
Six levels. Six axes. One picture of where you stand.
The model is multi-axis on purpose. Your level matters, but the shape tells you what to work on next: Adoption Breadth, Tool Customization, Build Capability, Automation Depth, AI-First Culture, and Operational Integration.
WHAT WE BELIEVE
- 01AI proficiency is a workplace expectation, not a bonus skill.
- 02You can’t manage what you can’t measure. The model is how we measure.
- 03Most teams overinvest in tools and underinvest in proficiency.
- 04An org is only as AI-ready as its weakest axis.
- 05Strategy is bigger than software. Both matter.
BUILT BY
Built by Seeko.Seeko was founded by Haroon Choudery, who's spent a decade working on AI literacy at scale. He co-founded AI for Anyone in 2017 with his brother Hamza and Mac, focused on teaching AI basics to underserved populations — the nonprofit has now reached 70,000+ people. He previously co-founded Autoblocks, an AI evaluation platform that sunset in late 2025 to focus on Seeko full-time. We write AI Ready for 50,000+ newsletter readers each week.