Workshop: AI Brand Authority Audit

Workshop Overview

This workshop synthesizes everything from Module 5 into a practical audit you can run on any brand. By the end, you will have a scored assessment of your brand's AI authority and a prioritized roadmap for improvement.

Brands that complete comprehensive authority audits and act on findings see an average 38% improvement in AI citation frequency within 90 days (Zyppy, 2025). The audit itself is the first step toward systematic AI brand building.

Dimension 1: Entity Presence Audit (Score 0-20)

Evaluate your brand entity across the four layers covered in Lesson 5.1.

Dimension 2: Training Data Footprint (Score 0-20)

Assess whether your brand exists in LLM parametric memory.

• Brand knowledge test (0-8): Ask ChatGPT, Claude, and Gemini about your brand with web search disabled. Score 8 if all three know your brand accurately, 4 if only one or two, 0 if none.
• Common Crawl presence (0-6): Search commoncrawl.org for pages mentioning your brand. Score 6 for 100+ domains, 3 for 20-99, 0 for fewer than 20.
• High-authority domain mentions (0-6): Count mentions on top-1,000 Common Crawl domains. Score 6 for 10+ domains, 3 for 3-9, 0 for fewer than 3.

Profound AI benchmark data shows that brands scoring 15+ on training data footprint receive an average of 7.2 AI citations per month compared to 1.1 for brands scoring below 5 (Profound, 2025).

Dimension 3: Media Coverage Quality (Score 0-20)

Evaluate the quality of your third-party media presence for AI citation potential.

• Tier 1-2 publication coverage (0-8): Count articles on DA 70+ publications mentioning your brand in the last 12 months
• Expert source citations (0-6): Count instances where your team members are quoted as experts
• Evergreen coverage (0-6): Count high-authority articles about your brand that are still driving traffic after 6+ months

BrightEdge data shows that brands with 5+ active Tier 1-2 media placements are 3.4x more likely to appear in AI recommendations compared to brands with only self-published content (BrightEdge, 2025).

Dimension 4: Social Proof Signals (Score 0-15)

• Review presence (0-5): 50+ reviews on primary platform with 4.0+ average = 5 points
• Community engagement (0-5): Active community of 1,000+ engaged members = 5 points
• Reddit/forum presence (0-5): 10+ positive brand mentions in relevant subreddits = 5 points

Dimension 5: Content Ecosystem Strength (Score 0-15)

• Hub pages (0-5): 3+ comprehensive reference pages on core topics = 5 points
• Topical depth (0-5): 5+ supporting articles per core topic = 5 points
• Multi-format presence (0-5): Content across text, video, audio, and community = 5 points

Dimension 6: Competitive AI Positioning (Score 0-10)

• AI recommendation share (0-5): Run 20 category queries across AI platforms. Score based on percentage where you appear.
• Sentiment advantage (0-5): Compare AI sentiment about your brand vs top 3 competitors. Score based on relative advantage.

Interpreting Your Score and Building the Action Plan

Your 30-Day Post-Audit Roadmap

After scoring, focus your first 30 days on the highest-impact actions:

1. Week 1: Fix all entity layer gaps (schema, Wikidata, About page)
2. Week 2: Launch review generation system on primary platform
3. Week 3: Publish 2-3 pieces of content on high-authority domains
4. Week 4: Begin community engagement strategy on Reddit/forums

Otterly AI tracked brands following this 30-day post-audit playbook and measured an average 22% increase in AI citation frequency by day 30, growing to 38% by day 90 (Otterly, 2025).