Answer drift
How much an AI answer changes between runs, and why it matters.
AI answers are not frozen. The same prompt can produce a different answer next week: sources rotate, new competitors appear, recommendations shift. Answer drift measures this movement.
For every prompt that has run before, SEOAI compares the current answer with the previous one and shows a similarity percentage on the execution result page, together with both answers side by side.
How to read drift
- High similarity means the AI consistently tells the same story about your market. Your position in that story is stable, for better or worse.
- Moderate similarity means individual pieces moved: a source swapped, a competitor gained or lost a sentence. Worth a look at what changed.
- Low similarity means the ground is shifting. Either the market is moving, or the platform changed how it answers. Check who is being cited now versus before.
Practical uses
- After you ship a fix, drift shows when the AI's answer actually starts to move in your favor
- Sudden drift on a stable prompt often signals a platform update or a new competitor in your niche
- Volatile prompts are poor anchors for reporting; prefer consistent ones for measuring progress
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