Embeddings are the best when I don't target traditional Google as the main source.
Embeddings are the best when I don't target traditional Google as the main source.
I'm running three test websites, two of which target LLMs as the main traffic source, and embeddings are working like a charm.
The third one is targeting Google Discover++
I'm running three test websites, two of which target LLMs as the main traffic source, and embeddings are working like a charm.
The third one is targeting Google Discover++
linkedin.com/feed/update/...
You can subscribe to my YouTube channel here: youtube.com/@metehanyesi...
linkedin.com/feed/update/...
You can subscribe to my YouTube channel here: youtube.com/@metehanyesi...
What I learned from 100+ tests:
🧠 Weak/short content can still rank (if structure supports it)
🔍 Google ranks passages, not pages
🔗 Internal links shape AI understanding
👉 Download the full study + script free here: metehan.ai/blog/google-...
What I learned from 100+ tests:
🧠 Weak/short content can still rank (if structure supports it)
🔍 Google ranks passages, not pages
🔗 Internal links shape AI understanding
👉 Download the full study + script free here: metehan.ai/blog/google-...
💾 SERP #2 → AI Score: 0.996
Google’s own SEO guide — perfect semantic match.
💾 SERP #5 → AI Score: 0.992
A buried guide that AI rated as highly relevant.
💾 SERP #6 → AI Score: 0.145
High rank, low?!! quality. Likely carried by internal links + authority.
💾 SERP #2 → AI Score: 0.996
Google’s own SEO guide — perfect semantic match.
💾 SERP #5 → AI Score: 0.992
A buried guide that AI rated as highly relevant.
💾 SERP #6 → AI Score: 0.145
High rank, low?!! quality. Likely carried by internal links + authority.
I built a tool combining DataForSEO + Google's Vertex AI Ranking API.
And yes, the source code is free.
Here’s what I found testing the query: “what is SEO” (UK) See it in action👇
A THREAD 🧵 👇 1/n
I built a tool combining DataForSEO + Google's Vertex AI Ranking API.
And yes, the source code is free.
Here’s what I found testing the query: “what is SEO” (UK) See it in action👇
A THREAD 🧵 👇 1/n
Your work pushes the whole industry forward.
Your work pushes the whole industry forward.
In my next social media posting, I will show you how you can set up this environment on Google Cloud.
📍You can follow me on X x.com/metehan777
📍YouTube youtube.com/@metehanyesi...
📍LinkedIn www.linkedin.com/in/metehanye...
In my next social media posting, I will show you how you can set up this environment on Google Cloud.
📍You can follow me on X x.com/metehan777
📍YouTube youtube.com/@metehanyesi...
📍LinkedIn www.linkedin.com/in/metehanye...
@brightonseo.com main stage in April. (Thanks!)
It’s a small, practical way to preview how AI systems interpret your content.
Read blog here → metehan.ai/blog/google-...
@brightonseo.com main stage in April. (Thanks!)
It’s a small, practical way to preview how AI systems interpret your content.
Read blog here → metehan.ai/blog/google-...
📌 Handles natural language queries (no keywords)
📌 Context-aware follow-ups
📌 Switch between Gemini models for summarization
📌 Reveals intent gaps + entity coverage
📌 It’s a real-world test for AI-native search readiness.
📌 Handles natural language queries (no keywords)
📌 Context-aware follow-ups
📌 Switch between Gemini models for summarization
📌 Reveals intent gaps + entity coverage
📌 It’s a real-world test for AI-native search readiness.
Did you know you can simulate how your content appears in Google’s AI Overviews using an official Google tool?
⚓️ Try it directly here → metehan.ai/aimode.html
Did you know you can simulate how your content appears in Google’s AI Overviews using an official Google tool?
⚓️ Try it directly here → metehan.ai/aimode.html
You're the best.
You're the best.
AI + Real-time PAA data + Geographic insights = Content strategy superpowers
Who else is building MCP servers? Let's connect and share what we're creating!
Here is your AlsoAsked MCP Server: github.com/metehan777/a...
AI + Real-time PAA data + Geographic insights = Content strategy superpowers
Who else is building MCP servers? Let's connect and share what we're creating!
Here is your AlsoAsked MCP Server: github.com/metehan777/a...
• Model Context Protocol (MCP)
• AlsoAsked API
• TypeScript
• Node.js
Open source and ready to use! Perfect for SEO teams, content creators, and marketing agencies.
• Model Context Protocol (MCP)
• AlsoAsked API
• TypeScript
• Node.js
Open source and ready to use! Perfect for SEO teams, content creators, and marketing agencies.
📝 Content gap analysis
🎯 Local SEO strategy
🔍 Search intent research
📊 Competitor content discovery
🌍 Multi-market content planning
The possibilities are endless!
📝 Content gap analysis
🎯 Local SEO strategy
🔍 Search intent research
📊 Competitor content discovery
🌍 Multi-market content planning
The possibilities are endless!
🔸 search_people_also_ask - Bulk PAA research
🔸 search_single_term - Quick single queries
🔸 get_account_info - Usage tracking
All seamlessly integrated with Claude's reasoning capabilities.
🔸 search_people_also_ask - Bulk PAA research
🔸 search_single_term - Quick single queries
🔸 get_account_info - Usage tracking
All seamlessly integrated with Claude's reasoning capabilities.
Want to see how search intent differs between regions?
"Compare restaurant PAAs from Texas (31.9686, -99.9018) vs NYC (40.7128, -74.0060)"
Claude analyzes both datasets and shows regional search behavior differences.
All autopilot. Just ask it.
Want to see how search intent differs between regions?
"Compare restaurant PAAs from Texas (31.9686, -99.9018) vs NYC (40.7128, -74.0060)"
Claude analyzes both datasets and shows regional search behavior differences.
All autopilot. Just ask it.
✅ Real-time PAA data from Google
✅ Geographic targeting with lat/long coordinates
✅ Hierarchical question analysis
✅ Multi-language support
✅ Fresh vs cached data options
Perfect for content strategists and SEO researchers!
✅ Real-time PAA data from Google
✅ Geographic targeting with lat/long coordinates
✅ Hierarchical question analysis
✅ Multi-language support
✅ Fresh vs cached data options
Perfect for content strategists and SEO researchers!
Geographic targeting included - compare what people ask in London🇬🇧 vs New York🇺🇸 vs Istanbul🇹🇷 // or other cities 😎
cc: @alsoasked.com @markwilliamscook.com
See it in action (1/7) 🧵 👇
Geographic targeting included - compare what people ask in London🇬🇧 vs New York🇺🇸 vs Istanbul🇹🇷 // or other cities 😎
cc: @alsoasked.com @markwilliamscook.com
See it in action (1/7) 🧵 👇
#googlesearchconsole #google #googlesearch #googleaimode #ai
#googlesearchconsole #google #googlesearch #googleaimode #ai
metehan.ai/blog/google-... 😖
#Google "working as intended" no doubt.
@metehan777.bsky.social via @seofomo.bsky.social #SEO
metehan.ai/blog/google-... 😖
#Google "working as intended" no doubt.
@metehan777.bsky.social via @seofomo.bsky.social #SEO
Looking forward to seeing you all at the next BrightonSEO! 👋
Looking forward to seeing you all at the next BrightonSEO! 👋