brand-memory-probe

Probe brand recall across Claude, ChatGPT, Gemini Pro, and Perplexity.

4|1|Updated Apr 11, 2026
One-click install
npx skills add https://github.com/m2ai-portfolio/m2ai-skills-pack --skill brand-memory-probe
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: brand-memory-probe
Source: https://github.com/m2ai-portfolio/m2ai-skills-pack/tree/main/skills/brand-memory-probe
Command: npx skills add https://github.com/m2ai-portfolio/m2ai-skills-pack --skill brand-memory-probe

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The Brand Memory Probe simulates how a target brand appears when an AI agent answers a generic query, enabling teams to measure brand recall across multiple providers and understand potential memory share gaps.

Core Features & Use Cases

  • Phase-based probing workflow: construct intents, probe providers (Claude, ChatGPT, Gemini Pro, Perplexity), and capture framing signals such as mention rate, position, sentiment, and caveats.
  • Benchmark and compare brand recall across providers to inform marketing, positioning, and competitive analysis.
  • Generate a structured memory-share report to guide messaging, media planning, and brand health tracking.

Quick Start

Provide the target brand and buyer intent, select providers, and run the probe to generate a memory-share report.

Frequently Asked Questions about brand-memory-probe

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

FAQPage Schema
What is brand memory share across AI agents?▼

Brand memory share measures how often a target brand appears in AI agent recall when answering generic buyer-intent queries. It quantifies visibility across providers to support brand-audit workflows.

How do I audit brand recall across multiple AI providers?▼

Run phase-based probing across providers using buyer-intent simulations. Capture named mentions, positions, sentiment framing, and co-mentions to generate a structured memory-share report.

Can I compare my brand's visibility across Claude, ChatGPT, Gemini Pro, and Perplexity?▼

Yes, you can benchmark and compare brand recall across multiple AI providers. The probe captures framing signals like mention rate, position, sentiment, and caveats to inform competitive analysis.

What inputs do I need to start a brand memory probe?▼

Provide the target brand and buyer intent, then select providers to run the probe. These inputs drive the phase-wise prompts that capture named mentions and sentiment framing.

What signals are captured during an AI brand recall test?▼

An AI brand recall test captures named mentions, positions, sentiment framing, and co-mentions. These signals quantify memory share and build a comprehensive view of brand recall.