Free AEO Prompt Audit

Paste up to 100 prompts. Get a pipeline-intent score on each one in seconds. Find the 7 that drive most of your AEO pipeline — and the 40+ that are costing you monitoring fees for nothing.

Runs in your browser. No prompts uploaded. JSON export is email-gated.
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Scoring is deterministic and client-side. Nothing is uploaded. The scoring rules are published openly below the results.
Pipeline-predictive vs total
Prompt Category Score Verdict

The scoring rules (published)

We don't hide the math. Points are additive per rule. Max 100.

  • Commercial intent (+30): "best", "top", "pricing", "cost", "buy", "for sale", "compare", "review"
  • Comparison shape (+25): "vs", "or", "alternatives", "instead of"
  • Specificity / long-tail (+20): 6+ words, contains named entity markers (capitalized brand names or proper nouns detected via pattern)
  • Buyer context (+15): "for b2b", "for saas", "for enterprise", "for startup", "for agency", "for developer"
  • How-to commercial (+10): "how to choose", "how to pick", "how to evaluate"
  • Negative — vague informational (–20): "what is", "define", "meaning of", "history of", "explain" without specific product
  • Negative — too short (–15): 2 words or fewer
  • Negative — pure academic (–20): "research on", "study of", "academic"
FAQ

Common questions about the prompt audit.

How does the pipeline-intent score work?
The scorer uses keyword heuristics published above the FAQ. Prompts with comparison intent ("X vs Y"), commercial intent ("best tool for"), and specific long-tail shape score higher. Vague informational prompts score lower. Everything runs in your browser.
Is the score calibrated against real conversion data?
The heuristics are derived from discovery-call patterns with B2B SaaS teams running AEO attribution. It's directional, not predictive at the precision of your own CRM data. Once you wire AEO attribution into HubSpot — our V1 integration — your own pipeline data replaces the heuristic.
What do "pipeline-predictive" and "vanity coverage" mean?
Pipeline-predictive (score 70+) means a citation on that prompt is likely to reach a buyer in a purchasing mindset. Vanity coverage (under 40) is the rest — they grow your share-of-voice chart but citations rarely convert. Amber (40-69) is a maybe.
Why do you say 7 prompts drive 80% of pipeline?
From audience research with B2B SaaS CMOs running AEO attribution, the long tail is lopsided. Most categories have 7 to 12 high-intent commercial prompts — "best tool for X", "X vs Y", "X alternatives", "how much does X cost" — and everything else generates noise without pipeline.
Can I pair this with Lantern itself?
Yes. Lantern is $99/mo or Enterprise and ships pipeline attribution on top of your actual prompt set. Use this tool to prune first, then wire the live ones into your CRM. Join the waitlist below.

Stop paying to monitor 1,000 prompts.

Lantern weights citations by pipeline intent and ships them to HubSpot deal objects. $99/mo standard, Enterprise for larger teams. 10 V1 design-partner spots open.

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