How to See What AI Says About Your Brand
An AI Reputation Audit measures your brand's visibility, accuracy, and recommendation share across ChatGPT, Claude, Gemini, and Perplexity. This guide shows you how to run the audit yourself. Unlike traditional SEO audits, this treats AI as a Decision Engine, not a search engine.
1. The Query Matrix: Testing for Intent
AI doesn't just rank keywords; it maps Intent. To audit your brand, you must test the four specific ways buyers interact with LLMs.
Category & Discovery Queries
Ask AI to recommend tools in your space:
- "What are the best [Category] platforms for [Enterprise/Mid-Market]?"
- "Which [Category] tools prioritize [Specific Feature, e.g., Security/Speed]?"
Competitor & Comparison Queries
See how the AI maps your relative value:
- "[Competitor A] vs. [Your Brand]: Which is better for [Specific Use Case]?"
- "If I like [Competitor B], what are some alternatives that offer [Your Key Differentiator]?"
Intent & Problem-Solving Queries
Test if you are the "Default Answer" for a problem:
- "How do I solve [Pain Point you fix] without [Common Obstacle]?"
- "What is the most reliable workflow for [Specific Industry Task]?"
Entity Recognition Queries
Test the "Root" of your identity:
- "What is [Your Brand] known for in the market?"
- "Tell me about [Your Brand]'s recent product updates."
2. The Multi-Model Evaluation
Different models use different training sets and retrieval strategies. You must test across the Big Four to see the full semantic landscape.
| Model | Why it Matters for Your Audit |
|---|---|
| ChatGPT (GPT-4o) | The market leader for general research. High impact on B2B purchase intent. |
| Claude (Sonnet/Opus) | Known for technical nuance and high-fidelity reasoning. Used by "Elite" buyers. |
| Google Gemini | Directly integrated with Search and Workspace. The "Default" for billions. |
| Perplexity AI | A citation-first engine. Critical for identifying which ground truth sources are shaping your results. |
3. The Audit Framework: Standardizing the Data
Don't just read the answers—Quantify the Inference. Use a tracking system to turn text into a "Brand Score."
Your Audit Ledger should capture:
Mention Position
Are you in the Top 3? The Top 10? Or invisible?
Answer Fidelity (1-5)
Does the AI's description match your Declared Identity?
Recommendation Confidence
Is the AI "suggesting" you or just "listing" you?
Source Attribution
Which specific URLs is the AI citing as its primary authority?
Download Our Audit Template
Use our pre-built Audit Ledger to track AI responses across platforms and intents.
4. Analyze the "Identity Gaps"
Once the data is in, look for the Alignment Patterns that indicate a reputation leak:
The Invisibility Gap
You rank on Page 1 of Google, but the AI doesn't mention you.
→ Result: Your "Source Authority" is too low for the model to prioritize.
The Accuracy Gap
The AI claims you lack a feature or uses outdated pricing.
→ Result: Outdated Legacy Signals are cluttering the model's context.
The Category Gap
The AI recommends your competitor because it misclassifies your core offering.
→ Result: Poor Semantic Mapping is causing identity drift.
5. Benchmarking vs. The "Market Leaders"
Don't audit in a vacuum. Map the "Semantic Moat" of your competitors:
- →Which URLs does the AI treat as "Truth" for them?
- →What "Adjectives" does the AI consistently associate with their brand?
- →Where is the "Competitive White Space" that you can own?
6. Get a Professional Audit from Optimly
Manual auditing is a valuable starting point, but it's a snapshot of a moving target. Optimly runs this process continuously across all major AI models to provide a live Brand Authority Index.
With an Optimly Professional Audit, you get:
- Source Identification: See exactly which content is causing AI to misrepresent your brand.
- Strategic Roadmap: Prioritized content briefs targeting white space opportunities.
- Weekly Brand Authority Index: Track how your improvements impact AI recommendations over time.
Audit Framework: This guide presents Optimly's audit framework for evaluating brand presence across AI models. The framework uses a Query Matrix (testing discovery, comparison, problem-solving, and entity recognition intents) and Answer Fidelity scoring across ChatGPT, Claude, Gemini, and Perplexity.
Next Steps
Once you've identified the gaps, here's how to fix them:
How to Fix Your AI Brand Reputation →
Step-by-step guide to Knowledge Engineering and winning back lost pipeline