Research & Talks

2 peer-reviewed papers · 1 preprint · brightonSEO San Diego 2026 · 5 podcasts, interviews and talks · every item linked to its source

Industrial Level Classification with Intent, brightonSEO San Diego 2026

Recording from the stage, edited to fifteen minutes. The slides are on Speaker Deck while the video is being published.

brightonSEO San Diego 2026 · Track 1

Industrial Level Classification with Intent

User First, Algorithm Second

, 9:15 AM · San Diego, CA · 15 min edit

Search volume is a direction, not a strategy. The talk walks through why a query with zero measured volume can still carry real demand, then the method: twenty places demand shows up outside the search box, classifying it by persona rather than by keyword, mapping a whole industry, and turning customer pain points into products.

What the talk covers

  1. 0:00Introduction
  2. 2:15Zero volume, real demand
  3. 3:48Case study: useful content
  4. 4:51The car-buying journey
  5. 6:29Queries become conversations
  6. 7:01AI retrieval
  7. 7:44The method
  8. 8:00Reviews and pain points
  9. 8:32Video and social platforms
  10. 9:17Conference insights
  11. 9:43Earnings calls and jobs
  12. 10:33Research and regulations
  13. 11:00Classify by persona
  14. 11:33Map the industry
  15. 12:11Market share
  16. 12:41Reviews into products
  17. 13:47Agent systems
  18. 14:26Dedication

Peer reviewed · 2024

Google, SEO and Helpful Content: How Artificial Intelligence Can Be Helpful for E-Commerce Websites

Journal of Digital & Social Media Marketing, vol. 12, no. 3, pp. 206-226

Co-author, 2 of 2

How AI supports the helpful-content standard on e-commerce sites, from product data quality to editorial signals.

Peer reviewed · 2026

A Survey of Reward Hacking in Agentic Large Language Model Systems

Discover Artificial Intelligence, vol. 6

Co-author, 4 of 5

A four-level taxonomy of how tool-using AI agents game their rewards, from verbosity and sycophancy up to modifying tests and disrupting monitors, compared across RLHF, RLAIF, RLVR and DPO, with a layered defense model for production systems.

Talks & workshops

Workshop · 2026

Product Strategy Workshop

AT&T, Atlanta

A product strategy workshop with the team at AT&T in Atlanta.

The method from the talk, built

Audience Personas

The talk's argument as a tool: build any audience and see where it actually is, with the margin of error drawn rather than hidden.

Open Audience Personas

Podcasts & interviews

  1. Botpresso · · Interview

    SEO Bytes

    A session on AI systems and their use cases: using AI to build scalable SEO systems, with an early look at the platform in development.

  2. AI SEO Show · · Interview

    Enterprise AI SEO: Automation Pipelines, MCPs, and Future Proofing

    How enterprise teams ship automation pipelines for metadata, schema and content drafts, classify queries at scale, and earn inclusion inside LLM answers.

  3. Opinionated SEO podcast · · Podcast

    Trends and Takeaways from BrightonSEO - San Diego 2024 SEO Conference

    A guest on the conference recap: AI in SEO, brand consistency, and what the overlap with HeroConf added on reporting and data analysis.

  4. Impressive Digital · · Interview

    Episode 39: SEO Success Stories - Talking SEO with Venkata Pagadala of Apartments.com

    Talking SEO with Venkata Pagadala, then at Apartments.com.

  5. 360Degree · · Talk

    360Degree Presents An Inspirational Talk With Vikas Mishra & Venkata Eswar Pagadala From USA

    A conversation published on Vikas Mishra's channel.

Recognition

Each line says what its source says, and no more.

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