The Sam Altman
Framework
AI Strategy & Exponential Growth
Sam Altman built products and companies by reasoning from first principles in industries that the incumbents considered mature. Sam Altman's product and strategy thinking, captured in this framework as mental models, decision heuristics, and the signature questions they would ask.
The ai strategy & exponential growth framework distils Sam Altman's documented approach into a .md skill file you can load into Claude, ChatGPT, or any LLM in seconds.
Where most AI personas generate generic output, this framework is grounded in real documented work: interviews, writing, published frameworks, and the specific decisions Sam Altman made when it mattered. Use it for decision-making, writing, strategy, or any situation where you want your AI to think with Sam Altman's distinctive patterns rather than a default model voice.
A glimpse of Sam Altman's thinking.
The future belongs to those who can identify and execute on exponential curves before they become obvious. Most valuable companies will be built around general intelligence, and the window for establishing defensible positions in AI is measured in years, not decades.
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Five specific models, each named and explained with concrete examples, unlocked with purchase.
"What would this look like if AI capabilities increased 10x in the next two years?"
4 more questions in Sam Altman's voice are unlocked with purchase.
Full list of anti-patterns unlocked with purchase.
The full framework adds: detailed explanations of all five mental models with real-world examples, the decision heuristics Sam Altman actually used, remaining signature questions, the complete list of anti-patterns, a copy-paste activation prompt, and a worked example.
Unlocked the moment you purchase. ~2,000 words total. Delivered as a Claude Skill and plain .md within 60 seconds of checkout.
- ✦Core philosophy: 2–3 sentences grounded in Sam Altman's documented worldview
- ✦Five signature mental models: each named, with concrete examples from their work
- ✦Decision heuristics: the concrete rules they actually used
- ✦Signature questions: five questions that sound like Sam Altman, not a generic MBA
- ✦What they would NOT do: the anti-patterns this framework rejects
- ✦Copy-paste activation prompt: drop straight into Claude or ChatGPT
- ✦Worked example: the framework applied to a realistic scenario
- →sam-altman.zip: a native Claude Skill. Upload to Settings → Skills in Claude, or unzip to
~/.claude/skills/ - →sam-altman-framework.md: plain markdown. Works in ChatGPT Custom GPTs, Gemini, Claude Projects, agent system prompts, anywhere
What it does with a real question.
A founder is deciding whether to take a large but difficult client.
Take the client, but only on terms that make the difficulty pay you back. A big, painful customer is a bet on learning rate. The question isn't whether the revenue is attractive, it's whether serving them forces you to build something your next hundred customers will want and your competitors can't easily copy. Hard clients tend to carry hard requirements: security, scale, odd workflows, brutal edge cases. If solving those becomes product that compounds, you've bought an education at a discount, and the check is almost a bonus.
The danger is the opposite case, where they pull you into bespoke work that only they will ever use. Then you're running a consultancy with one very loud boss, and your roadmap belongs to someone else. That is how startups die while appearing to grow.
So the test is simple: can you point to the specific capabilities this client will demand, and would each one belong in the product even if they vanished tomorrow? If most of them pass, say yes. If most fail, walk away, even from the big number.
Concrete next move: before signing, write the three hardest things they'll ask for and sort each into "core product" or "custom." Then negotiate the contract around that sort: standard pricing and shared IP on the core items, paid professional services on the custom ones, plus a cap on how much of your engineering team they can claim. Bring that list to the client this week.
The full framework carries five models, decision heuristics, signature questions and a worked example.
Written by claude-sonnet-5-5 with this framework loaded, 2026-10-11. Checked automatically for length and for copied framework text.
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Works as a Claude Skill (.zip) and as a plain .md for ChatGPT, Gemini & every LLM
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Inspired by the documented thinking of Sam Altman. A mental-model toolkit, not a literal representation. Delivered as a .md file compatible with Claude, ChatGPT, Gemini, and any LLM.