LLMs are consulted for vendor comparisons, buying decisions, and category research millions of times a day. How they describe your brand is determined by the sources they trust — and we influence those sources.
Language models form their understanding of your brand from training corpora, web retrieval, and the third-party sources they weight as authoritative. Outdated press, competitor-written comparisons, and thin third-party coverage can leave models describing your product inaccurately — or not at all. You don't get a chance to object to an AI's answer.
We systematically query major LLMs with hundreds of brand and category prompts, documenting how your brand is currently described, compared, and recommended.
LLMs heavily weight Wikipedia, major publications, and authoritative industry sources. We secure placements and corrections in the sources that shape model outputs.
We produce and distribute content that functions as a reliable signal about your brand — clear, factual, consistently framed across every surface a model might ingest.
Press coverage in model-trusted outlets creates a consistent, authoritative narrative about your brand that persists through model updates and retraining cycles.
If your brand shares a name with another entity, we build the disambiguation signals LLMs need to distinguish you correctly and cite the right information.
We run monthly LLM audits to track changes in how models describe your brand — catching regressions early and measuring improvement over time.
We query six major LLMs across 150+ prompts covering your brand, products, competitors, and category — producing a detailed map of what models currently say and where they're wrong or missing.
We execute a targeted digital PR and content distribution program to place accurate, authoritative brand information in the specific sources LLMs weight highest when forming their understanding.
LLMs update continuously. Monthly audits track whether representation has improved, identify new inaccuracies introduced through model updates, and keep your program current.
A fast-growing marketplace was leaking authority through duplicate URLs and slow templates. We re-architected crawling, halved load times, and rebuilt their internal linking.
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Learn more ↗We'll show you exactly what's holding your site back — and the revenue you're leaving on the table.
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