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ai-economics

The Procurement Reality of Enterprise AI in Mid-2026: A Buyer's Whitepaper

A sober assessment of what AI procurement actually looks like this quarter, from memory price shocks and usage caps to chatbot account-takeovers and small-model substitution. Built for teams writing next year's budget, not next week's press release.

Dounia Beghdadi · 4 Jun 2026 · 6 min read

The Small-Model Heresy: Why the Scaling Story Quietly Broke in 2026

The dominant AI narrative still runs on parameter counts and trillion-dollar valuations. The data underneath is telling a different story. A look at what specialised agents, MIT's GPT-5-mini result, and Qwen's deployment footprint mean for the buyers footing the bill.

Dounia Beghdadi · 4 Jun 2026 · 4 min read