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Prompt monitoring: choosing the right prompts to track
Your prompt panel is your search-console-for-LLMs. Here is how to choose, score and rotate the prompts you monitor.
A prompt panel is to GEO what a query set is to SEO. Without it, you have no baseline and no scorecard. With it, you can run a real experimentation loop.
The four prompt buckets
- Branded: 'is LumenEntity any good', 'LumenEntity pricing'.
- Category: 'best AI visibility tool', 'top GEO platforms'.
- Comparison: 'LumenEntity vs Competitor X'.
- Problem: 'how do I track ChatGPT citations'.
How big should the panel be
Start with 25. Expand to 100 once you can sustain weekly review. Beyond 200 the marginal information is small.
Scoring a prompt
- Cited or not.
- Citation position (early vs. late in the answer).
- Sentiment of mention.
- Competitor presence in the same answer.
Rotation
Refresh 10–15% of prompts per quarter. Retire prompts that have been won and lost too consistently — they no longer differentiate winners.
Frequently asked questions
- How often should I run the panel?
- Weekly for most categories. Daily for news-driven ones.
- Can I trust a single run?
- No. LLM outputs are stochastic. Average across 3–5 runs per prompt.
- Does LumenEntity automate this?
- Yes — it runs the panel across multiple engines and tracks position, sentiment and competitors automatically.
MonitoringStrategyGEO
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