brand-visibility

Probes AI models to audit brand visibility and generate optimization blueprints.

Updated Feb 15, 2026
One-click install
npx skills add https://github.com/devgap/kleiber --skill brand-visibility
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: brand-visibility
Source: https://github.com/devgap/kleiber/tree/main/skills/brand-visibility
Command: npx skills add https://github.com/devgap/kleiber --skill brand-visibility

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses the critical issue of how AI models perceive and represent a product, ensuring accurate and favorable mentions to drive user acquisition.

Core Features & Use Cases

  • AI Model Auditing: Probes AI models (ChatGPT, Gemini, Perplexity) to assess brand visibility.
  • Gap Analysis: Identifies inaccuracies, omissions, and competitor favoritism in AI responses.
  • Optimization Blueprint: Generates actionable steps to improve AI perception and content.
  • Use Case: A product manager uses this skill to ensure that when developers ask AI for coding tools, their product is accurately described and recommended, not overlooked or misrepresented.

Quick Start

Run a full AI brand visibility audit using the /kleiber-brand command.

Frequently Asked Questions about brand-visibility

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit AI model perception for my brand?

AI model auditing probes models like ChatGPT, Gemini, and Perplexity using structured prompts to assess brand visibility. It analyzes responses against ground truth to score mentions, accuracy, rank, and sentiment for accurate product representation.

Why does ChatGPT recommend my competitor instead of my product?

Competitor favoritism occurs due to AI perception gaps. Running a gap analysis detects inaccuracies and omissions by comparing AI model responses against ground truth, identifying why models overlook or misrepresent your product.

How do I improve my product's visibility in AI search responses?

Improving AI brand visibility involves generating an optimization blueprint with actionable content improvement steps. This corrects misrepresentations and enhances product mention accuracy, rank, and sentiment across AI models.

Do I need API access to audit AI models for brand mentions?

Yes, auditing AI brand visibility requires API access to models like ChatGPT, Gemini, and Perplexity. You also need structured prompts to systematically probe the models and evaluate their responses against ground truth.

What is AI brand visibility and why does it matter?

AI brand visibility is how accurately models perceive and represent your product. Ensuring accurate and favorable mentions in AI responses drives user acquisition when developers ask models for product recommendations.