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Join date: May 16, 2022
Posts (8)
Sep 4, 2026 ∙ 7 min
In SaaS, Margin Came From Scale. In AI, It's Engineered.
For twenty years, software had one property that made it a beautiful business: once you built it, serving the next customer cost almost nothing. That single fact, near-zero marginal cost, is the engine underneath everything founders take for granted. It's what supported 80% gross margins, what made "just add users" a strategy, and what let a generation of companies raise against a model where scale quietly fixed the economics. AI breaks that property. Not at the margins, but structurally. And...
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Jul 31, 2026 ∙ 7 min
How the Ask Falls Out of the Financial Model: Raise Size, Use of Funds, and Runway
Most founders build their fundraising ask backwards. They decide how much to raise, usually by glancing at what similar startups raised, and then reverse-engineer a spreadsheet that justifies the number. Investors have seen that move a thousand times, and it shows. A good model works the other way round. The raise size, the use of funds, and the runway aren't inputs you feed the model; they're outputs the model produces once you fix one thing: the milestone you need to hit before the next...
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Jun 26, 2026 ∙ 6 min
Same Numbers, Different Story: Why Your Investor Metrics and Internal Metrics Shouldn't Match
Most early-stage founders build one dashboard and try to make it serve everyone. It tracks revenue, burn, customer counts, and a dozen other lines, and it gets shown to the board, the team, and anyone who asks. It feels efficient. It's actually one of the more common ways founders lose control of their own narrative. The problem isn't the data. It's that investors and your operating team are asking fundamentally different questions of the same underlying numbers. An investor wants to know...
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Tatyana Anastasova
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