515 startups got identical AI tools and training. The random half shown where to put AI earned 1.9x the revenue. The bottleneck is mapping, not access.
MIT scored 4,470 S&P 500 annual reports. Non-tech firms stuck in AI pilots earn 2 to 3 points less net margin than firms that never started.
A 2024 report about Amazon Just Walk Out is circulating again on LinkedIn this week. The lesson for anyone buying AI automation still holds.
Private equity bought hundreds of accounting and law firms since 2021. It has sold a handful, because two buyers now price the same firm differently.
MikeOSS matches most of what Harvey does, for free. But someone still has to carry the operational and contractual risk that Harvey takes off a client's plate.
Shopify's CEO mandated AI use in 2025. In September 2026 he named the backlash: 'slop grenades.' Mandating use and assigning review are not the same decision.
Three AI CEOs named concentration of power as the danger, then bet opposite ways on the fix. What each bet means for your lock-in, pricing and model access.
OpenAI rated GPT-6 Astra Critical for cybersecurity under its own framework. Read as a procurement document, its system card is missing what SOC 2 requires.
Cohere shipped encrypted Model Vault, where keys are born inside the enclave and Intel attests the hardware. The same week it signed the Aleph Alpha merger.
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