Rushang Patel
@rushangpatel.com
I wanted to be a superhero who fights for justice and saves the world from evil forces, but it didn't work out, so I had to settle for being an SEO.
The point isn’t mastery. I’m learning in public, breaking things, fixing them badly, and uncovering how semantic structures shape search. The article walks through the tool, the problems, and the lessons that punched hardest.
rushangpatel.com/2025/11/13/h...
rushangpatel.com/2025/11/13/h...
How I Built a Semantic Similarity Tool to Understand Whether Content Really Matches Search Intent
Learning notes from a beginner who tried to understand vectors, embeddings, and how machines “read” text. When I started working in SEO two years ago, I thought I understood the basics of relevance…
rushangpatel.com
November 15, 2025 at 1:35 PM
The point isn’t mastery. I’m learning in public, breaking things, fixing them badly, and uncovering how semantic structures shape search. The article walks through the tool, the problems, and the lessons that punched hardest.
rushangpatel.com/2025/11/13/h...
rushangpatel.com/2025/11/13/h...
90% of the code came from ChatGPT and other 10% from my sheer stubbourness.
November 15, 2025 at 1:35 PM
90% of the code came from ChatGPT and other 10% from my sheer stubbourness.
The short version: I built a semantic similarity analyzer that runs on EmbeddingGemma, slices content by H2s, scores each section against real queries, weights the best sections for a whole-article relevance score, and auto-calibrates thresholds so the numbers actually (kinda) mean something.
November 15, 2025 at 1:35 PM
The short version: I built a semantic similarity analyzer that runs on EmbeddingGemma, slices content by H2s, scores each section against real queries, weights the best sections for a whole-article relevance score, and auto-calibrates thresholds so the numbers actually (kinda) mean something.
Totally deserved! This played a huge part in my learning journey and still does. Congratulations, Aleyda!
November 7, 2025 at 3:33 PM
Totally deserved! This played a huge part in my learning journey and still does. Congratulations, Aleyda!
This reads like lyrics begging for a music video
September 27, 2025 at 6:42 AM
This reads like lyrics begging for a music video
This is what heaven looks like!
September 25, 2025 at 7:37 AM
This is what heaven looks like!
It's not you, it's us.
September 19, 2025 at 4:48 PM
It's not you, it's us.
That's how they got the word intertWINE.
September 19, 2025 at 4:45 PM
That's how they got the word intertWINE.
As someone once famously said, "Lights will guide you home"
September 1, 2025 at 11:06 AM
As someone once famously said, "Lights will guide you home"
You get a virus! You get a virus!
a woman in a red dress is holding a microphone in her hand and raising her fist in the air .
ALT: a woman in a red dress is holding a microphone in her hand and raising her fist in the air .
media.tenor.com
August 25, 2025 at 5:27 PM
You get a virus! You get a virus!
LOVE the comic book series. I was kind of underwhelmed by S1. Was wondering if it is worth watching S2..
August 1, 2025 at 4:28 PM
LOVE the comic book series. I was kind of underwhelmed by S1. Was wondering if it is worth watching S2..
Spreadsheet? More like they spread shit.
August 1, 2025 at 4:24 PM
Spreadsheet? More like they spread shit.
If you've got access to their browser Comet then you really need to try their assistant feature. It blows my mind! So many cool use cases!
July 29, 2025 at 2:44 AM
If you've got access to their browser Comet then you really need to try their assistant feature. It blows my mind! So many cool use cases!