Why I Built an AI Visibility Tool That Doubts Its Own Outputs

Dec 6, 2025 · 6 min read · Building an AI visibility tool (AEO) sounds straightforward. Run prompts across LLMs. Parse outputs. Count mentions. Call it a metric. Ship the UI. Except that stack has a fundamental flaw: LLMs are stochastic… but most scoring stacks treat them like...