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I hadn't paid for advertising. I hadn't done any special promotion. The AI simply decided my content was the best answer to that question and served it to the user. This wasn't luck or a fluke. When I tested the same query in Perplexity, the same thing happened. My website ranked at the top of AI-generated responses, pulling in free traffic directly from AI models that millions of people now use as their primary search tool.
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I used z3 theorem prover to assess LLM output, which is a pretty decent SAT solver. I considered the LLM output successful if it determines the formula is SAT or UNSAT correctly, and for SAT case it needs to provide a valid assignment. Testing the assignment is easy, given an assignment you can add a single variable clause to the formula. If the resulting formula is still SAT, that means the assignment is valid otherwise it means that the assignment contradicts with the formula, and it is invalid.