Venkata Pagadala - Universe · Topic · 2017 to 2026
Keyword research and intent
Keyword research, clustering, search intent, search volume and topical authority.
36 posts · 2 articles · 4 media items on their own · 21 image, video or documents in all.
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Topical Clustering Engine (2)
Articles on Keyword research and intent (2)

· 4 min read
I Classified 5.3 Million Keywords in Under a Second. Here's What I Learned About AI That Most People Get Wrong.
Last month, I posted about a system I built: a Topical Clustering Engine that structures 5.3 million raw search queries into a 5-level taxonomy - Categories, Subcategories, Intents, Topics, and Keywords at under 1 millisecond per...
3 media· 2 min read
Simple Python Script for Clustering Keywords [ Script Included ]
Simple Python Script for Clustering Keywords. 📌Python code that performs clustering of keywords using the Agglomerative Clustering algorithm and TF-IDF vectorization. Here is a brief overview of the functions in the code: 📌...
Most engaging posts on Keyword research and intent

· Post
Topical Cluster with Vectors - MVP: 10,000 Keywords to 211 Topics in 1.62s
141 reactions · 40 comments · 9 reposts

· Post
Build Tools To Automate Borning Stuff: Coming Soon.
104 reactions · 22 comments · 3 reposts

· Post
brightonSEO - 2026 San Diego, USA
95 reactions · 27 comments · 1 repost · 32,726 impressions

· Post
Topic Clustering with Vector Embedding
90 reactions · 9 comments

· Post
Search volume is a direction, not a strategy.
75 reactions · 10 comments · 4 reposts · 22,756 impressions

· Post
When your experiment starts to EXPLODE [ Topical Authority + PSEO ]
56 reactions · 23 comments · 2,311 impressions

· Post
2 Million Labeled Queries: Visualization
48 reactions · 1 repost · at least 1,159 impressions

· Post
Video Coming Soon: 1 Industry, 4 Million + Keywords / Queries with L3 classification and Intent
46 reactions · 15 comments · 2,608 impressions
Everything on Keyword research and intent (42)
ImageLinkedIn · Oct 1, 2026
Venkata's brightonSEO slide "Keyword vs Conversation" in a slide viewer
Events and speaking › brightonSEO
Post · 15:00LinkedIn · Sep 17, 2026
brightonSEO - 2026 San Diego, USA
95 reactions · 27 comments
Events and speaking › brightonSEO
Post · 4:07LinkedIn · Sep 10, 2026
Search volume is a direction, not a strategy.
75 reactions · 10 comments
SEO and search › Keyword research and intent
Post · 0:20LinkedIn · Mar 25, 2026
2 Million Labeled Queries: Visualization
48 reactions
Products and building › Topical Clustering Engine
PostLinkedIn · Mar 12, 2026
When your experiment starts to EXPLODE [ Topical Authority + PSEO ]
56 reactions · 23 comments
SEO and search › Keyword research and intent
ImageLinkedIn · Mar 12, 2026
"Keywords by Intent" breakdown: commercial 72.8%, informational 19%
SEO and search › Keyword research and intent
- Post
Telecom quality: 55 → 91.5. Thank you to Andrej Karpathy for sharing"autoresearch". https://lnkd.in/e3XRmWgF. Karpathy's autoresearch pattern helped us clean 3.7M keywords. Autoresearch has a simple...
LinkedIn · Mar 11, 2026
Telecom quality: 55 → 91.5
33 reactions · 5 comments
Products and building › Topical Clustering Engine
ArticleLinkedIn · Mar 2, 2026
I Classified 5.3 Million Keywords in Under a Second. Here's What I Learned About AI That Most People Get Wrong.
Products and building › Topical Clustering Engine
- Post
This Man, Suganthan Mohanadasan, always starts cooking for the next generation. I am a big fan of their clustering research and tool - https://lnkd.in/e5dqD5KG. Note: Just because I'm building...
LinkedIn · Feb 8, 2026
This Man, Suganthan Mohanadasan, always starts cooking for the next generation. I am a big fan of...
9 reactions · 2 comments
SEO and search › Keyword research and intent
PostLinkedIn · Feb 2, 2026
[ CURIOSITY & EXPERIMENTATION ] Makes me happier than outcome [ Growth or Decline ]
45 reactions · 7 comments
SEO and search › Keyword research and intent
PostLinkedIn · Jan 19, 2026
Video Coming Soon: 1 Industry, 4 Million + Keywords / Queries with L3 classification and Intent
46 reactions · 15 comments
Products and building › Topical Clustering Engine
ImageLinkedIn · Jan 8, 2026
"100K Keywords Generated Successfully" telecom keywords by category
SEO and search › Keyword research and intent
Post · 2:17LinkedIn · Jan 7, 2026
Building: Json-based Topical Classification with Feedback Mechanism
38 reactions · 13 comments
Products and building › Topical Clustering Engine
PostLinkedIn · Jul 24, 2025
Google Trends API alpha test with regions and sub-regions data
18 reactions · 3 comments
SEO and search › Keyword research and intent
- Post
Level 0 ->Level 1 -> Level 2. Keyword Research -> Topical Research -> Industrial Research. Single Word -> Cluster of similar words -> All topics in Industry. Note: Name of Game is DATA, RELEVANCY &...
LinkedIn · Jul 14, 2025
Level 0 ->Level 1 -> Level 2
40 reactions · 2 comments
SEO and search › Keyword research and intent
Post · 9:16LinkedIn · Apr 26, 2025
Topical Cluster with Vectors - MVP: 10,000 Keywords to 211 Topics in 1.62s
141 reactions · 40 comments
Products and building › Topical Clustering Engine
PostLinkedIn · Apr 23, 2025
Topic Clustering with Vector Embedding
90 reactions · 9 comments
Products and building › Topical Clustering Engine
Post · 1:55LinkedIn · Apr 5, 2025
Build Tools To Automate Borning Stuff: Coming Soon.
104 reactions · 22 comments
Products and building › Building in public and launches
ImageLinkedIn · Oct 28, 2024
ChatGPT answer on its limits for keyword research
AI and LLMs › LLMs and AI assistants
- Post
Programmatic SEO (PSEO) = UFO (User-First Optimization) + Rich Data + Scaled Implementation & Management. UFO (User-First Optimization): What value do you provide to the user that is better than your...
LinkedIn · Aug 22, 2024
Programmatic SEO (PSEO) = UFO (User-First Optimization) + Rich Data + Scaled Implementation &...
25 reactions · 3 comments
SEO and search › Enterprise SEO and strategy
Post · 1:54LinkedIn · May 25, 2024
New SEMRush Feature: Topical SEO is something I truly like than Keyword level. Semrush this is...
36 reactions · 2 comments
SEO and search › SEO tools
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Best Topical SEO Tool: “U” thinking of what topics are helpful for your users, which either educate or help to make a decision to buy your product or service. #topicalseo.
LinkedIn · May 10, 2024
Best Topical SEO Tool: “U” thinking of what topics are helpful for your users, which either educate...
11 reactions
SEO and search › Keyword research and intent
- Post
Programmatic SEO is NOT producing low quality content at Scale. #programmaticseo. #pseo. #eeat. #qualityvsquantity.
LinkedIn · May 8, 2024
Programmatic SEO is NOT producing low quality content at Scale.
30 reactions · 1 comments
SEO and search › Keyword research and intent
- Post
Focusing on keywords is no longer the way to go! It's all about the topic, entities, relevance, and quality of content. Your content should be focused on helping your readers, not just trying to...
LinkedIn · Apr 11, 2024
Focusing on keywords is no longer the way to go! It's all about the topic, entities, relevance, and...
23 reactions · 4 comments
SEO and search › Keyword research and intent
PostLinkedIn · Mar 19, 2024
Forecasting search volumes by Ahrefs
6 reactions
SEO and search › Keyword research and intent
- Post
Programmatic SEO Using AI: Quality Versus Quantity. Google Core Algorithm: Growth Versus Penalty. Key Principle: Craft Content for Users, Not Bots. Programmatic SEO (PSEO) goes beyond just increasing...
LinkedIn · Mar 7, 2024
Programmatic SEO Using AI: Quality Versus Quantity.
12 reactions
SEO and search › Keyword research and intent
- Post
It’s absolutely great talking with you Russ Macumber and thanks for opportunity Impressive. Topic we discussed about. - Programmatic SEO & Scalability. https://lnkd.in/eUPjr-DF. #podcast. #seo. #ai....
LinkedIn · Jan 27, 2024
It’s absolutely great talking with you Russ Macumber and thanks for opportunity Impressive.
35 reactions
Events and speaking › My talks, podcasts and interviews
- Post
"Understanding News Topic Authority": ➟ Google News Topic Authority (NTA) is a measure of how authoritative a news source is on a particular topic. ➟ NTA is calculated using a variety of factors,...
LinkedIn · May 23, 2023
"Understanding News Topic Authority": ➟ Google News Topic Authority (NTA) is a measure of how...
1 comments
SEO and search › Keyword research and intent
- Post
Keyword Cluster with Python & Plotly helps building amazing visualization that help with SEO Analysis Kunjal Chawhan cool content. #python. #seo.
LinkedIn · May 15, 2023
Keyword Cluster with Python & Plotly helps building amazing visualization that help with SEO...
5 reactions · 1 comments
SEO and search › Keyword research and intent
- Post
What is your favorite SEO Tool for keyword research? Comment below if your favorite is not on this list. #seo. #keywordresearch. #seotools.
LinkedIn · May 12, 2023
What is your favorite SEO Tool for keyword research? Comment below if your favorite is not on this...
1 reactions · 4 comments
SEO and search › Keyword research and intent
PostLinkedIn · Mar 16, 2023
Simple Python Script for Clustering Keywords [ Script Included ]
1 reactions
SEO and search › Keyword research and intent
Article+2LinkedIn · Mar 16, 2023
Simple Python Script for Clustering Keywords [ Script Included ]
SEO and search › Keyword research and intent
- Post
SERP Keyword Clustering.
LinkedIn · Mar 7, 2023
SERP Keyword Clustering.
1 reactions
SEO and search › Keyword research and intent
- Post
Topic clusters are an important way to do. #SEO. Read Samuel Schmitt's impressive coverage on the subject. https://lnkd.in/gHjf3Buh.
LinkedIn · Jan 15, 2023
Topic clusters are an important way to do
3 reactions · 1 comments
SEO and search › Keyword research and intent
- Post
SEO Learnings in 2022 and Predictions in 2023. - Topics and intents are important than keywords. - User or customer journey is most metrics to understand. - SASS based SEO tools will help to automate...
LinkedIn · Jan 1, 2023
SEO Learnings in 2022 and Predictions in 2023
3 reactions
SEO and search › Enterprise SEO and strategy
- Post
ChatGPT for SEO: 20 Ways to Leverage ChatGPT in your SEO Activities 🤖. * Cluster keywords based on relevance. * Classify keywords based on intent. * Generate metadata. * Generate structured data. *...
LinkedIn · Jan 1, 2023
ChatGPT for SEO: 20 Ways to Leverage ChatGPT in your SEO Activities 🤖
18 reactions
AI and LLMs › LLMs and AI assistants
- Post
SERP Similarity is good.
LinkedIn · Oct 25, 2022
SERP Similarity is good.
SEO and search › Google Search features and SERPs
- Post
Amazing, that for sharing Orit Mutznik.
LinkedIn · Oct 5, 2022
Amazing, that for sharing Orit Mutznik
SEO and search › Keyword research and intent
- Post
Complex Search-Results Pages Change Search Behavior: The Pinball Pattern. https://lnkd.in/e3FYCYJ. #seo.
LinkedIn · Nov 23, 2019
Complex Search-Results Pages Change Search Behavior: The Pinball Pattern,
2 reactions
SEO and search › Google Search features and SERPs
- Post
How to Identify and Tackle Keyword Cannibalization in 2019. What do we mean by cannibalization in SEO? This unfortunate and often unnoticed problem harms the SEO potential of the pages involved. When...
LinkedIn · Feb 13, 2019
How to Identify and Tackle Keyword Cannibalization in 2019
2 reactions
SEO and search › Keyword research and intent
PostLinkedIn · Nov 29, 2018
Thanks, Bill Slawski: How Google Might Predict Query Intent Using Contextual Histories
2 reactions
SEO and search › Keyword research and intent
- Post
Keywords vs Keyphrases vs Long-tail keywords which benefit most your SEO ?
LinkedIn · Jun 26, 2017
Keywords vs Keyphrases vs Long-tail keywords which benefit most your SEO ?
1 reactions
SEO and search › Keyword research and intent