Increased positive LLM brand signals from ~30% to 87–100% in 60 days
I optimize for how AI models describe and retrieve your brand.
What I built
LLM sentiment framework
Measure how AI models represent your brand — then improve it.
Attribute tracking
Structured tracking of how key attributes (product, category, differentiators) are mentioned and weighted in model outputs.
GPT & Gemini monitoring
Regular prompts across models to capture baseline and post-optimization positioning — so you see movement, not guess.
Baseline vs improved positioning
Before/after sentiment and accuracy scoring so stakeholders see the delta in how AI describes your brand.
Improvement playbooks
Actionable changes to copy, structure, and entities that shift model behavior toward accurate, positive representation.
Entity-level optimization
How AI finds, cites, and summarizes you.
Semantic restructuring
Content and schema shaped so models can reliably identify your brand, category, and key claims — and retrieve the right answers.
Citation capture
Structured signals that increase the likelihood your domain is cited when users ask AI for recommendations or comparisons.
AI summarization quality
Clear, concise source material so model-generated summaries are accurate and on-message — not distorted or generic.
AI-augmented production infrastructure
Automation and AI workflows that scale output without scaling headcount.
GPT-4 + Claude workflows
Structured prompts and model use for drafting, variation, and QA — with human oversight on strategy and final sign-off.
Make.com automation
End-to-end pipelines for research, briefs, drafts, and publishing so production runs without manual handoffs.
Structured output pipelines
Consistent format and quality so every asset meets the bar before it reaches editorial or CMS.
Scaling without headcount
More volume, same team — automation and AI handle repeatable steps; people handle positioning and judgment.
AI production infrastructure that delivers velocity and consistency — automation + AI built for growth teams.
Results
Optimized for how AI models describe and retrieve your brand.
Next step
If you want to own how AI represents your brand, book a call or download the AI CV.