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Google Search Console Prompt Research
Analyze your Google Search Queries & OtterlyAI Prompts
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Run this in Claude
Using my connected Google Search Console (attached file) and OtterlyAI account (brand report ID: XXXXXXXXX), do the following:
1. Pull the top 20–30 question-style queries I already rank for in GSC (last 90 days). Filter for natural-language patterns: how, what, why, best, vs, alternative, top, should I, is X worth, X for Y. Prioritize by impressions × position (rank ≤ 20).
2. Classify intent for each query: Informational / Commercial / Navigational / Transactional.
3. Convert each query into a natural-language AI prompt — the way a real user would phrase it to ChatGPT, Perplexity, Gemini, or Google AI Mode. Keep the intent intact but make it conversational (e.g. "best CRM for startups" → "What's the best CRM for an early-stage startup in 2026?").
4. Cross-reference with OtterlyAI: for each generated prompt, check whether Otterly is already tracking an equivalent prompt for my brand.
Mark ✅ Tracked if Otterly has it (link to the prompt).
Mark 🆕 New — recommend adding if it's not tracked.
For tracked prompts, pull current brand-mention rate and NSS so I can see AI visibility at a glance.
5. Output a single table with columns: GSC Query | Impressions | Avg Position | Intent | AI Prompt | Otterly Status | Brand Mention % | NSS | Priority.
End with the "Overlap Gap" section — the prompts where I rank well on Google (position ≤ 10) but have zero or low brand presence in AI engines. These are the highest-leverage GEO opportunities. Rank them by GSC impressions and recommend the top 5 to add to Otterly tracking this week.
Tip: replace anything in [BRACKETS] with your own values, then paste this into Claude with the OtterlyAI connector enabled.
Details
- The question it answers
- Which prompts should I optimize for in the first place?
- How OtterlyAI solves it
- OtterlyAI helps you identify relevant prompts based on your existing data - in google search console and OtterlyAI
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