What is Machine Experience?
Millions of AI agents browse your website every day. Most of them fail. They can't find your contact information. They misunderstand your pricing. They recommend your competitors because they couldn't parse what makes you different.
MX fixes this. It's built on three pillars that benefit humans and machines equally:
Structured Data
Use Schema.org markup to explicitly declare what things are: products, prices, reviews, contact information. If a human can see it, an agent should be able to parse it.
Accessibility
WCAG 2.1 AA compliance isn't just about screen readers. It's the foundation of AI agent compatibility. Semantic HTML and proper hierarchies are intent declarations that agents rely on.
Explicit Over Implicit
State your intent clearly. If something is disabled, mark it disabled. If something is required, say so. Machines don't do subtle.
The Convergence Insight
Here's the profound truth at the heart of MX: the things that make websites work better for AI agents are the same things that make them work better for humans.
Semantic HTML helps screen readers AND AI agents. Explicit form labels help people with cognitive disabilities AND machine parsers. Structured contact data helps vision-impaired users AND AI shopping assistants.
Everything that benefits SEO, GEO, accessibility, and usability also benefits MX. Established web standards come first. MX adds governance metadata where standards leave gaps. MX never duplicates or replaces established standards.
What We Offer
CogNovaMX helps organisations design websites that work for both humans and AI agents. We don't just consult. We implement. We train. We enable.
MX Readiness Assessment
Comprehensive audit of your website against MX principles. Structured data analysis, accessibility evaluation, agent interaction testing, and competitive benchmarking. You get an MX Readiness Score and a prioritised roadmap.
Implementation Support
Hands-on collaboration with your development team. Schema.org implementation, accessibility fixes, explicit intent patterns, code reviews, and knowledge transfer. From focused sprints to comprehensive programmes.
Team Training
Build internal MX capability. Fundamentals workshops, technical deep-dives, role-specific training for developers, designers, content authors, QA, and leadership. Custom workshops using your actual pages.
Strategic Advisory
Ongoing partnership for complex MX challenges. Monthly strategy sessions, architecture reviews, competitive intelligence, and quarterly roadmap planning. We stay current so you stay ahead.
Community & Resources
MX is an open methodology. We believe the web works better when everyone participates. Here's how to get involved and learn more.
The Gathering
The MX community. Practitioners, developers, designers, and business leaders sharing knowledge and advancing Machine Experience together. Open to all.
MX Blog
Articles on Machine Experience practice, implementation patterns, case studies, and the evolving relationship between humans and AI agents on the web.
Read the blog →MX Principles
The complete reference of MX principles. The rules the methodology builds by, from structured data to accessibility to explicit intent and beyond.
View all principles →Demo Sites
See MX in action. Real websites demonstrating Machine Experience implementation across different industries and use cases.
Implementation examples →Common Mistakes
Learn from the patterns that trip up most organisations. What to avoid and why, based on real-world MX implementations.
Common mistakes →Cog Registry
Reginald, the MX cog registry. A machine-readable catalogue of structured content definitions, specifications, and tools for MX practitioners.
Explore the registry →The Books
Machine Experience is documented comprehensively in two books by Tom Cranstoun.
MX: The Protocols
The definitive guide to Machine Experience methodology. How modern web design fails for AI agents and what to do about it. Practical guidance for developers, designers, and business stakeholders navigating the shift to agent-mediated commerce.
MX: The Handbook
The practical companion. Implementation patterns, checklists, code examples, and decision frameworks for teams adopting MX. From quick wins to comprehensive transformation.
About CogNovaMX
CogNovaMX Ltd is the authority on Machine Experience methodology. Founded by Tom Cranstoun — content management specialist since 2001, conference speaker, and author of MX: The Protocols.
Tom recognised that companies were spending millions optimising websites for human visitors while completely ignoring the AI agents browsing alongside them. That insight led to the development of MX — a systematic approach to designing websites that serve all users, human and machine, without compromise.
We're methodology-focused, not tool-focused. We don't care what CMS you use, what framework powers your site, or what hosting provider you've chosen. MX principles work everywhere because they're fundamental web standards — HTML5, Schema.org, WCAG. If you can edit HTML, you can implement MX.
The agents are already here
AI agents aren't replacing humans — they're joining them. Your website needs to work for both. Machine Experience makes that possible.