Academy Guides

Understanding how language models form and express opinions about brands, products, and organizations.

Step-by-step guide to running your initial brand audit and understanding what the results mean.

Deep dive into the 6-metric framework: accuracy, sentiment, visibility, coverage, credibility, and recommendation.

A current comparison of SEO and GEO, with practical implications for B2B teams in 2026.

A practical GEO primer: definition, why it matters, operating model, and starter metrics.

Why high Google rankings don't guarantee AI visibility, and what to do about it.

How to structure content so language models can parse, understand, and cite it accurately.

Technical guide to JSON-LD schemas, llms.txt files, and other markup that helps AI understand your content.

Creating question-answer content that becomes the source AI cites when users ask about your category.

A safer GEO playbook for answer ownership, source corroboration, and proof-led distribution.

Map the domains AI systems cite before creating more content or chasing more mentions.

Write pages that answer clearly, carry trust signals, and can be quoted by answer engines.

Map conversational fan-out so your brand stays visible after the first AI answer.

Make visuals, transcripts, captions, and schema part of your AI-readable truth layer.

Use LinkedIn, directories, podcasts, forums, and partners as real corroboration, not spam.

The technical and training reasons behind false claims, outdated info, and entity confusion.

How to create the ground truth repository that powers accurate AI responses about your brand.

Practical strategies for fixing inaccurate AI responses through content and outreach.

Understanding where you rank against competitors in AI recommendations and how to improve.

Measuring your presence in AI category discussions and tracking changes over time.

Managing AI perception for large organizations with multiple products and stakeholders.

Strategies for improving perception across ChatGPT, Claude, Gemini, Perplexity, and Grok simultaneously.