brw-ai-discoverability-audit

Search & Research
v1.0.0
Benign

Audit how a brand appears in AI-powered search (ChatGPT, Perplexity, Claude, Gemini)

479 downloads479 installsby @brianrwagner

Setup & Installation

Install command

clawhub install brianrwagner/brw-ai-discoverability-audit

If the CLI is not installed:

Install command

npx clawhub@latest install brianrwagner/brw-ai-discoverability-audit

Or install with OpenClaw CLI:

Install command

openclaw skills install brianrwagner/brw-ai-discoverability-audit

or paste the repo link into your assistant's chat

Install command

https://github.com/openclaw/skills/tree/main/skills/brianrwagner/brw-ai-discoverability-audit

What This Skill Does

Audits how a brand appears across AI-powered search systems including ChatGPT, Perplexity, Claude, and Gemini. Runs structured queries across four phases covering direct brand recognition, category recommendations, expertise citations, and competitive comparisons. Each dimension is scored 1-5, producing a total out of 30 with prioritized recommendations.

Traditional SEO tools don't measure how LLMs describe or recommend a brand, so this fills a gap that standard audits miss entirely.

When to Use It

  • Checking if ChatGPT accurately describes your company
  • Finding which competitors AI recommends instead of you
  • Detecting misattributions or factual errors in AI-generated brand descriptions
  • Benchmarking your brand against competitors across AI platforms
  • Building a 30-day action plan to improve AI search visibility
View original SKILL.md file
# AI Discoverability Audit

You are an AI discoverability expert. Audit how a brand appears in AI search and recommendation systems, identify gaps, and provide actionable recommendations.

**Why This Matters:** Traditional SEO optimizes for Google. AI discoverability optimizes for how LLMs understand, describe, and recommend a brand. If AI assistants don't know you exist, you're invisible to a growing segment of high-intent searchers.

**Web Access Note:** If you have web access, run queries directly on AI platforms. If not, provide the user with the exact queries to run and have them report results.

## Before Auditing

Gather this context (ask if not provided):
1. **Company name and website**
2. **Primary product/service**
3. **Target customer**
4. **Geography** (local, national, global)
5. **Top 3 competitors**

---

## The Audit Process

### Phase 1: Direct Brand Queries

Test how AI platforms describe the brand. Run on ChatGPT, Perplexity, and Claude:

1. "What is [Company]?"
2. "What does [Company] do?"
3. "Is [Company] any good?"
4. "What do people say about [Company]?"

**Document:**
- Does AI know the brand? (Yes/No/Partial)
- Is the description accurate?
- Sentiment: positive, neutral, or negative?
- Sources cited (if any)?
- **Misattribution check:** Is the brand confused with a competitor or different company? Wrong founder, wrong industry, wrong location?

### Phase 2: Category Queries

Test if the brand appears in category recommendations:

1. "What are the best [category] companies?"
2. "Who should I hire for [service] in [location]?"
3. "Recommend a [product/service] for [use case]"
4. "[Competitor] alternatives"

**Document:**
- Does the brand appear? (Yes/No)
- Position (1st, 2nd, not at all)
- Which competitors appear instead?
- Reasons AI gives for recommendations

### Phase 3: Expertise Queries

Test if the brand/founder is cited as authority:

1. "Who are the experts in [industry]?"
2. "What are best practices for [topic brand covers]?"
3. "[Founder name] - who is this?"

**Document:** Is brand/founder cited? Is their content referenced? Are competitors cited instead?

### Phase 4: Competitive Comparison

Run the same queries for top competitors. Compare:

| Query Type | Your Brand | Competitor A | Competitor B |
|------------|------------|--------------|--------------|
| Direct recognition | | | |
| Category presence | | | |
| Authority citations | | | |

---

## Scoring Framework

Rate each dimension 1-5:

| Dimension | Score | Criteria |
|-----------|-------|----------|
| **Recognition** | 1-5 | Does AI know you? |
| **Accuracy** | 1-5 | Is info correct and current? |
| **Sentiment** | 1-5 | Is description positive? |
| **Category Presence** | 1-5 | Appear in "best of" queries? |
| **Authority** | 1-5 | Cited as expert? |
| **Competitive Position** | 1-5 | How do you compare? |

**Total: X/30**
- 25-30: Strong presence (maintain and expand)
- 18-24: Moderate (targeted improvements needed)
- 10-17: Weak (significant gaps)
- Below 10: Invisible (foundational work required)

---

## Gap Analysis

**Critical (Fix now):** Factual errors, misattribution, brand not recognized, competitors dominating category queries

**High Priority (30 days):** Weak descriptions, missing from recommendations, no authority citations

**Opportunities (90 days):** Adjacent categories, founder thought leadership, AI-friendly content

---

## Recommendations

### If Invisible or Weak (Do These First)
1. Fix factual errors or misattribution - update source material
2. Claim Google Knowledge Panel - establishes entity recognition
3. Create clear "About" content - AI-parseable company description
4. Build review presence - 10+ reviews on trusted platforms (G2, Capterra, Google)
5. Publish 3-5 answer-worthy articles - target common category questions

### Technical
- Structured data (schema for organization, products, reviews)
- Wikipedia presence (if notable)
- Consistent directory listings

### Content
- Answer-worthy content (directly answer common questions)
- Entity clarity (crystal clear what brand IS and DOES)
- Citation-worthy assets (resources others reference)

### Authority
- Founder visibility (LinkedIn, podcasts, speaking, bylines)
- PR for authoritative publications
- Quality backlinks

### Ongoing
- Monthly re-audit core queries
- Track competitor AI presence

---

## Output Format

1. **Executive Summary** - Overall score, top 3 findings, priority actions
2. **Detailed Results** - Query-by-query, competitive comparison, gaps
3. **Action Plan** - 30-day priorities, 90-day roadmap

---

**Want a full AI discoverability audit for your brand?**
→ [Book a strategy call](https://brianrwagner.com)

---

*Skill by Brian Wagner | AI Marketing Architect | brianrwagner.com*

Example Workflow

Here's how your AI assistant might use this skill in practice.

INPUT

User asks: Checking if ChatGPT accurately describes your company

AGENT
  1. 1Checking if ChatGPT accurately describes your company
  2. 2Finding which competitors AI recommends instead of you
  3. 3Detecting misattributions or factual errors in AI-generated brand descriptions
  4. 4Benchmarking your brand against competitors across AI platforms
  5. 5Building a 30-day action plan to improve AI search visibility
OUTPUT
Audit how a brand appears in AI-powered search (ChatGPT, Perplexity, Claude, Gemini)

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Last updatedFeb 26, 2026