LLM Visibility for Ambitious Brands

Brands that are successful don't wait around for somethng to happen (like Milo here). They lead the way, using AI to amplify their message before the rest catch up. Signals helps you achieve this goal with the latest tech.

milo
John Potter
MY STORY

Bringing Deep Knowledge to Your Projects

Services

Brand Visibility Services

New AI and automation tools can put your brand front and center. Let’s put them to work for you.

Automated Authority

Automates creation, posting, and engagement across platforms to build credibility, spark conversations, and grow brand visibility organically.

Content Intelligence

Transforms content strategy with embeddings, revealing what matters to your audience and creating resources they genuinely value.

Performance Insights

Automates measurement of social signals and user behavior, generating live recommendations to grow your brand’s influence continuously.

Smarter Conversion

AI frameworks that learn what works, adapt in real time, and improve results on every page you care about.

n8n-Powered Brand Workflows

Automates tasks and content flows across channels, streamlining operations so your brand stays consistent, responsive, and efficient.

The Full Package

Combines content creation, automation, and analytics into one system designed to grow visibility, engagement, and brand impact.

Intro Video

Explainer Video

Discover why showing up in AI-powered search is the next big advantage for your brand.

Your brand deserves to be seen

Adding clear, structured data (like schema.org markup) to your website helps LLMs understand your brand details. Structured data can improve how your products appear in AI responses. Think in terms of question/answer responses.

My Toolkit

The Powerful Tools I Use

From no-code automations to advanced reasoning engines, here are the platforms I rely on to grow brands faster.

n8n Automation

Automate workflows across apps and platforms with this open-source powerhouse. Build smarter processes, no code required.

Agentic-AI: Agent S2

An adaptive agent that mimics human clicks, scrapes data, and posts content—unlocking automation beyond APIs.

DeepSeek V3 via Ollama

A cutting-edge language model with embeddings and vision—perfect for deep content analysis and semantic precision.

Mintlify's Model Context Protocol (MCP)

An adaptive agent that mimics human clicks, scrapes data, and posts content—unlocking automation beyond APIs.

Claude

A powerful AI assistant for research, ideation, and content generation, with advanced conversational reasoning.

MMRY AI Brand Agent

Creates drag-and-drop automations that connect hundreds of apps to streamline marketing and operations.

latest news

My Signals Blog

Fresh takes on tools, tactics, and ideas driving brand visibility.

LLM Reverse Engineering with RAG to Probe AI Search Behavior

RAG (Retrieval-Augmented Generation) systems can be used to simulate and test how LLMs retrieve content.

n8n vs. MCP for LLM Workflows

How to choose the right workflow engine for AI automations.

Integrating Agent S2 with n8n for Marketing Automation

Agent S2 is a new open-source framework that allows AI to interact with software like a human

How AgentS2 and n8n Expand What LLMs Can See & Do

LLMs revolve around generating text. But when it comes to navigating complex software interfaces, they need help.

Building Online Authority Through Embeddings

Introducing the Embeddings-Powered Content Intelligence Engine

The Blind Spot in Your Attribution Efforts

How to Turn ChatGPT Logs into Real Insight

Contact

616.745.2985

johnpottergr@gmail.com

Address

Grand Rapids, MI

United States

Schedule

24 Hours / 7 Days Open

Office time: 10 AM - 5:30 PM

Get in Touch

Ready to Get Started

Even if you’re just curious about how these tools work, feel free to get in touch. I’m happy to share insights.