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Scaling an AI Supernova: Lessons from Anthropic, Cursor, and fal - Bessemer Venture Partners

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SaaS frameworks are collapsing under AI’s speed and scale. Here’s how founders are rewriting the rules of growth, pricing, and go-to-market.

Jump around Eight realities of scaling AI supernovas Takeaways for founders 1. The old SaaS metrics don’t fit 2. COGs is the new CAC 3. Design pricing for outcomes 4. Shadow targets are the new quotas 5. AI is operationalized 6. Focus to dominate an emerging AI category 7. Growth stems from collaboration 8. North stars focus on usage, customer love, and leverage Finding new order Contributors Atlas Editors Share Subscribe Email (required): Do not fill in (spam control): 11.10.25 AI & ML Cloud Scaling an AI Supernova: Lessons from Anthropic, Cursor, and fal SaaS frameworks are collapsing

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