LLMs summarize what's known. Principle simulates what's next.
LLMs like ChatGPT or Claude reason backward from the past, optimized to sound right. Principle reasons forward with a live model of your world, so you can stress-test a market entry, a competitor's move, an acquisition, or a regulatory shift against the full field of plausible futures. Test decisions before you commit, and build toward the outcomes worth designing for.
Test decisions before you commit.
Build toward the outcomes worth designing for.


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