Positioning · August 2, 2026 · 10 min read
Can AI do your SaaS positioning? What it still can't decide
AI writes positioning language well. What it can't do is make a positioning decision, and positioning is almost entirely decisions. A model returns the center of what it was trained on, which is exactly where every competitor already lives. Research presented at NeurIPS in 2025 found that different models from different labs converge on strikingly similar output, so this isn't a prompting problem with a prompting fix. Run any AI-drafted statement through four checks. Who you're willing to lose, what trade-off you're taking, which claim survives a competitor's challenge, and what you deliberately left out. An averaged draft goes quiet on all four. That silence is the finding.