Helping brands become the answer AI recommends.
I help startups increase their visibility across ChatGPT, Claude, Gemini and Perplexity through Generative Engine Optimization (GEO), entity optimization, Reddit authority and AI-first content strategy.
Methodology informed by published research on LLMs, semantic search, retrieval systems and information architecture.
Studied Ecosystems
Core Disciplines
Trusted by AI-Forward Startups
What I Do
AI Visibility Audits
Find why AI doesn't recommend your company.
Generative Engine Optimization
Improve AI discoverability.
Entity Optimization
Help AI understand what your company actually does.
Reddit Authority
Build discussions AI actually cites and trusts.
Selected Work
Impact at a Glance
Generated across Reddit and organic content strategies for multiple client brands.
Mine (formerly Fizz)
Consumer FinTech
Outcomes
- •Built AI-first content strategy targeting 500+ high-intent financial queries.
- •Generated 2.4M+ targeted impressions across 40+ niche Reddit communities.
- •Developed scalable content systems driving a 300% increase in AI citation frequency within 3 months.
- •Helped strengthen topical authority through semantic content planning.
Entelligence
Developer Tools / AI
Outcomes
- •Produced 80+ developer-focused technical assets designed for both human readers and LLM comprehension.
- •Achieved 1.2M+ organic views through Reddit-led technical community distribution.
- •Built 15 semantic content clusters around engineering and AI workflows.
- •Improved brand discoverability for high-intent AI developer searches by 42%.
Awaken Tax
TaxTech
Outcomes
- •Structured content around 200+ seasonal and evergreen tax search intents.
- •Captured top-3 LLM visibility for 45 high-value tax education topics.
- •Increased visibility inside relevant Reddit discussions, yielding 850K+ organic impressions.
- •Created AI-friendly content architecture for robust future discoverability.
Bounce
Travel
Outcomes
- •Identified AI visibility gaps across 3,000+ major travel-related prompts.
- •Delivered recommendations for entity optimization covering 12 core product categories.
- •Mapped competitor positioning across ChatGPT, Claude and Perplexity, highlighting a 40% immediate growth opportunity.
- •Produced implementation roadmap for long-term AI discoverability.
My Research
Why ChatGPT Doesn't Recommend Most SaaS Companies
Reverse Engineering AI Recommendations
The Anatomy of an AI Citation
Why Reddit Is Becoming AI's Favorite Knowledge Source
Entity Optimization Explained
The Future of Search
Understanding AI Visibility
How LLMs Rank Brands
Foundation
Research-Backed Methodology
Our AI visibility framework combines original experimentation with findings from leading research papers on LLM retrieval, search, and ranking architectures.
"Our methodology continuously evolves as new AI search and retrieval research is published."
Core Research Disciplines
- 01Large Language Models
- 02Retrieval-Augmented Generation (RAG)
- 03Information Retrieval
- 04Knowledge Graphs
- 05Entity-Based Search
- 06Semantic Search
- 07Natural Language Processing
- 08Search Ranking Systems
Methodology
01Prompt Mapping
We start by mapping the most important user prompts that lead to your product category.
02Competitor Analysis
03Entity Audit
04Citation Analysis
05Content Opportunities
06Distribution
07Measure AI Visibility
Services
AI Visibility Audit
Comprehensive analysis of how AI engines view your brand.
- ✓ Prompt testing
- ✓ Competitor benchmarking
- ✓ Entity analysis
- ✓ Citation opportunities
- ✓ GEO roadmap
Fractional AI Search Strategy
Ongoing partnership to execute and win AI real estate.
- ✓ Monthly consulting
- ✓ Implementation
- ✓ Content strategy
- ✓ Entity optimization
- ✓ Reddit growth