AI’s Next Winners: Signals From Private Markets

Private AI startups are already proving returns at record speed, while value in software is shifting from models to orchestration, workflows, and physical-world moats.

• Record scaling speeds: One private AI startup neared $4B in annual recurring revenue within two years; another hit $1B ARR in under a year, redefining the old 'unicorn valuation' benchmark as a revenue-run-rate metric.
• Two software speeds: Coding/inference 'building block' tools adopt fast because they're bought bespoke today; application-layer software adopts slower since it must integrate data, workflows, and controls for complete business solutions.

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