Generative Engine Optimization — AI Search

Get mentioned,
not just ranked.

Buyers now start their research inside AI.
I build the content and authority that make a brand the source those engines quote — and turn that visibility into pipeline.

25+ years in marketing & growth leadership
Founder of a GEO practice · Ex-CMO · Yale MBA

Optimizing for  ChatGPT · Claude · Perplexity · Google AI Overviews

Richard H. Roberts

Proof

The clearest example: a Microsoft-cloud software company that went from near-invisible in AI answers to the most-cited voice in its category.

+1,394%[1] brand mentions across top LLMs
25%[1] share of voice in AI answers — 200%+ ahead of competitors
+602%[1] leads, year over year
2.1×[1] conversion rate vs. baseline traffic

[1] Nerdio — engagement led at Active Ingredients, 2025–2026. Full case below.

Approach

Why some brands get cited and others get ignored

LLMs don't reward keywords — they reward sources that add something genuinely new. Most AI content is synthetic noise the models can already generate themselves. My work manufactures the opposite: information gain.

01 / Interview

Get expert insights

I sit with a client's subject-matter experts and pull out what they actually know — the data, judgment, and detail that isn't already on the internet.

02 / Create

Make it net-new

That expertise becomes original copy, data tables, and diagrams engineered to be the most useful source on the topic — not a rewrite of what already exists.

03 / Engineer

Make it retrievable

Technical SEO, content architecture, and partner-led digital PR make that content easy for search engines and LLMs to find, trust, and cite.

The result is information gain — the difference between a source AI quotes and noise it ignores.

Selected Work

Results I've led

Engagements I led at Active Ingredients, across very different categories.

B2B SaaS · Microsoft cloud

Nerdio

GEO · led a team of four · 50+ pages

  • +1,394%brand mentions across top LLMs
  • +1,266%Google AI Overview mentions
  • 25%GEO share of voice (200%+ ahead of competitors)
  • +602%leads YoY · 2.1× conversion vs. baseline
"Active Ingredients are true pioneers in GEO. The results have been outstanding — a completely new, high-efficiency funnel for our sales team." — Lane Cauley, Nerdio
Enterprise analytics

Qlik

SEO · led a team of six · 90+ pages · 10+ yr relationship

  • +1,152%unbranded organic traffic YoY
  • +477%leads from organic search
  • Top 5Google ranking, primary Gartner keyword
  • +35%Gartner Magic Quadrant conversions
"A critical partner for 10+ years — they transformed our website into a truly powerful growth engine. Great strategy, design, content, tech, and service." — Susan Nishimoto, VP Global Digital Marketing, Qlik

The method travels — same playbook, three categories

Consumer / CPG

Chicken of the Sea

+44% organic traffic while cutting paid dependence, and +871% brand mentions across top LLMs.

Finance / Asset management

Hennessy Funds

+139% organic growth and +226% digitally-sourced deals in a compliance-heavy category.

About

I've spent 25+ years on the front edge of platform shifts — e-commerce, mobile, SEO, and now AI search — and built the capability to own each one before it was obvious.

I've led marketing as a CMO and VP at venture-backed companies (Fuze, EQO, ZipRealty, CNET, Zing.com) and driven growth for global brands including HP, NetApp, Honeywell, Equinix, and Dell. In 2025 I founded a Generative Engine Optimization practice — building the tooling, the "information gain" method, and the team to deliver it — after seeing LLM answers begin to replace the blue-link search results brands had relied on for twenty years.

I'm equally comfortable as the strategic north star on an engagement and as the hands-on builder shipping the work. Yale MBA; BA in psychology and economics from Emory.

I'm also a novelist — the award-winning Tuning In series. It's the same instinct as the day work: understanding how people think, and creating something genuinely new rather than more of the same.

  • Now — Founder, GEO Practice · Active Ingredients
  • Focus — GEO · AEO · technical SEO · LLM visibility & citation strategy · content architecture
  • Earlier — CMO & VP Marketing roles · growth leadership for global enterprise brands
  • Education — Yale University, MBA · Emory University, BA

Contact

Let's talk.

Hiring a leader?

For senior GEO, AI-search, or growth leadership roles — agency- or client-side.

Need a GEO program?

To make your brand the source AI engines cite, and turn it into pipeline.