[Download] GSC to AI Prompts Tool
Transform your Google Search Console queries into AI visibility prompts and discover where you’re already being cited.
The Problem
Every AI visibility platform asks the same question: “What prompts do you want to track?”
Most teams guess. They brainstorm prompts, track them, and get reports showing zero visibility. Stakeholders lose confidence. Budget conversations get awkward.
But here’s what nobody asks: What if you’re already visible for prompts you’re not tracking?
Your GSC data contains thousands of queries where you already rank. Those same users are now asking ChatGPT similar questions. Your search data isn’t just an SEO asset. It’s a map of your probable AI visibility.
What This Tool Does
This tool transforms your existing search query data into natural language prompts and validates your AI visibility.
Input: Export your ranking queries from GSC, Bing Webmaster Tools, Semrush, Ahrefs, or any SEO platform.
Processing: Using Gemini Embedding(optional, you can integrate using Cursor, AI Studio, Lovable or others) + Flash 2.5 API with a structured system prompt, the tool converts fragmented search queries into conversational LLM prompts.
Validation: BrightData’s ChatGPT scraper checks whether your domain appears in responses. (paid API)
Output: Prompts where your domain is likely already visible, not aspirational targets, but your actual baseline.
Why It Matters
Instead of showing stakeholders “we’re tracking 100 prompts and visible in 3,” you can show them:
“I analyzed our GSC queries and found 47 prompts where we’re already getting cited in ChatGPT. Here’s our baseline. Here’s the expansion plan.”
That’s a different conversation.
Requirements
Gemini API key (free tier available — verify current limits)
BrightData account (paid API for ChatGPT scraping)
Minimum 1,000 impressions and 100+ queries in your GSC for meaningful results
Runs locally - your data stays on your machine
Important Caveats
This isn’t 100% accuracy. The tool finds closer structures of prompts based on semantic similarity. AI responses are probabilistic, visibility can fluctuate.
GSC performance ≠ LLM visibility. LLMs have a reranking layer that reorganizes citations. Your GSC winners might get demoted in the AI layer. This tool shows where you probably appear, confirming and maintaining that visibility requires ongoing AEO work.
You need sufficient data. Thin GSC accounts won’t produce meaningful results.
Download
https://metehan.ai/turn-queries-to-prompts.zip
Setup instructions included in the package.
Questions?
Reply to this post or reach out directly. If you’re working on AI visibility strategies and want to discuss approaches, I’m happy to talk.