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AI ReadyDaily Brief · Jun 4, 2026
The AI ROI gap is a forecasting problem
Bain says the AI deployments worked, the cost savings didn't show up. Plus Alphabet's $80B raise, Coralogix's $200M, the Trump AI EO, and a Microsoft token-efficiency claim.
THE AI BRIEF Today's signal: Bain says the AI deployments worked, but the cost savings didn't show up. Plus Alphabet's $80B raise, Coralogix's $200M, the Trump AI EO, and a Microsoft token-efficiency claim. In today’s issue: Main story: Bain says the AI worked, but the savings did not show up Also worth knowing: Alphabet raised $80 billion in equity, Coralogix raised $200 million to monitor AI agents in production, the Trump administration creates a voluntary 30-day model preview program, and more. THE READ A new Bain survey reports that most enterprise AI deployments are functioning as intended and missing the cost-reduction targets that were used to justify them. The interesting part is wh…
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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.