About

Helping brands measure how AI decides who gets recommended.

LLM Authority Index is the enterprise intelligence layer for AI-mediated discovery. We measure citation, recommendation, and competitive share across the AI systems that increasingly shape buyer choice.

Why we built this

The visibility layer that matters has moved.

Buyers increasingly research, compare, and shortlist through AI before they ever reach a website. The companies that win visibility in this new layer will not necessarily be those that ranked best in search. They will be the ones AI systems consistently recognize as credible, relevant, and worth citing.

We built LLM Authority Index to make that layer measurable. Our platform helps marketing and strategy teams understand how their brand is represented in AI answers, where competitors are gaining ground, and which sources are shaping recommendation outcomes over time.

What we believe

A point of view on AI-mediated discovery.

01

Visibility is no longer the same as recommendation.

Brands can be widely visible across AI answers and still lose recommendation share to competitors with stronger citation architecture.

02

Citation architecture is the new authority layer.

What gets cited shapes what gets recommended. The source environment around a brand is now a strategic asset, not just a content output.

03

Buyer choice is being shaped before the website.

AI systems form shortlists, framings, and preferences earlier in the journey. Measuring this layer is becoming a category-leadership requirement.

What the platform does

Built for teams operating in AI-shaped categories.

Benchmark brand presence

See where AI surfaces your company across high-intent buying prompts.

Understand source influence

Identify the citations and domains shaping recommendation patterns in your category.

Identify recoverable demand

Quantify the prompt clusters where competitors are winning the share you could earn back.

Improve recommendation share

Translate intelligence into a defensible plan for category authority.

Who it's for

Strategic teams in high-consideration markets.

  • Marketing leaders accountable for category visibility
  • Strategy teams modeling AI-mediated demand shifts
  • Category and brand owners defending position
  • Executive teams pressure-testing AI exposure risk

See how AI is shaping buyer choice in your market.

Start with an AI Market Intelligence Report to understand how your company is being surfaced in high-intent AI buying moments.