Amazon Decart Deal: $7 Billion Bet on AI Chip-Switching Software
Amazon is reportedly in talks to buy Decart for about $7B. The startup's chip-switching software could help AWS's Trainium chips compete with Nvidia.
Building an impressive AI model is one challenge. Turning it into a durable business is another. This hub follows how companies of every size try to make money from artificial intelligence, from venture-backed startups testing new pricing ideas to large technology firms making strategic bets on infrastructure and software.
The economics of AI are shifting quickly. Early products were often sold through flat subscriptions or usage-based API fees. As AI agents take on multistep work, some vendors are experimenting with outcome-based pricing, which charges for results delivered instead of seats or tokens consumed. That change could reshape how software is bought, budgeted, and valued. Meanwhile, the high cost of compute is pushing interest in tools that make hardware more flexible and efficient. Investors are also weighing which business models can justify large funding rounds.
Coverage in this section includes:
Whether you're a founder setting prices, an investor assessing traction, or a buyer evaluating vendors, this hub tracks the commercial side of AI: who is paying, what they are paying for, and which models appear sustainable.
Amazon is reportedly in talks to buy Decart for about $7B. The startup's chip-switching software could help AWS's Trainium chips compete with Nvidia.
AI startups are switching to per-outcome pricing as OpenAI nears a $70B run rate, Sierra charges per resolution, and agent security and evaluation draw big
Cal AI co-founder Zach Yadegari raised $10M for Persona, a free iMessage AI assistant pairing with a $179 wristband due in December, funded partly by ads.
Hone, founded by ex-OpenAI and Cognition staff, raised a $60M seed led by Benchmark and Index at a $285M valuation to build AI agents that run business tasks.
Student founders are launching AI startups for vineyards, clinics and chip fabs in America250's $1M America's Startup contest; entries close October 8, 2026.