New to MX? Start here
A plain-language introduction to Machine Experience: what it is, what it is not, and why every organisation that publishes content needs it.
Read the introductionMX
Machine Experience
Our Services.
Making the web, and everything you publish beyond it, work for everyone and everything that uses it.
Content Ops is the discipline of creating, managing, improving, publishing, distributing, archiving, and retiring content across every digital channel. Machine Experience (MX) is the layer that keeps Content Ops work usable when an AI agent, or any other system, encounters the file outside the environment that produced it. Our services are how we help you stand up that layer across the content estate you already run.
CogNovaMX helps teams understand what AI agents see when they engage with their content, websites, documents, PDFs, and the broader content estate, and how to close the gap between human experience and machine experience. Your website is a fraction of what agents read: contracts, policy documents, product specifications, and technical reports are already being processed by AI inside enterprise tools, inferring what they can. We offer MX readiness assessments, strategic planning, hands-on implementation support, and team training tailored to your platform and goals. The European Accessibility Act, in force since 28 June 2025, has made part of the same work mandatory for public-facing PDFs; our PDF accessibility audit covers that estate.
Where to start: Why an MX audit pays for itself. The audit is the entry point. The discipline keeps the gain.
How we can help
MX consultancy
Audit your digital presence, identify gaps in machine readability, and build a roadmap for MX implementation across your platforms.
Learn moreOur approach
How CogNovaMX works with your team, from initial audit through implementation and ongoing improvement.
Learn moreTeam training
Build internal MX capability with tailored workshops, fundamentals, technical deep dives, and role-specific sessions for developers, designers, content teams, QA, and leadership.
Learn moreImplementation examples
See Machine Experience in practice, real-world examples of MX patterns applied to different industries and platforms.
See examplesEAA PDF accessibility remediation
European Accessibility Act (Directive (EU) 2019/882) applies to public-facing PDFs from 28 June 2025. We audit the estate, tag and declare conformance on a representative subset, and stand up a retained pipeline so newly-created PDFs ship compliant. Triage from £3k; remediation engagements from £15k.
Note: Regulatory requirements vary by jurisdiction and organisation type. Nothing here is legal advice. Consult qualified legal specialists for guidance specific to your situation.
See the EAA offeringCertified Operator accreditation
Three-tier accreditation for practitioners issuing MX Compliance Claims and awarding the MX Compatible badge on PDFs, websites, and print. Approved, Certified, and Audit-Grade Operator tiers; admission by application and audit.
Learn moreMX PDF Inspector CLI
A command-line tool for accredited operators: walks a PDF or directory tree, classifies each file as MX Compatible, EAA Tagged Only, or Plain, and exits non-zero when anything is below the bar. Same detection core as the public inspector. Bundled with active accreditation.
See the offeringPrivate REGINALD platform
Run your own MX production stack under your operational control: a Private REGINALD registry instance, the cryptographic signing engines that emit attested cogs, the full PDF auditing, creation, and validation toolchain, and the website designer that produces MX-ready HTML by default. Self-hosted, co-managed, or hosted by CogNovaMX under your tenant.
See the platformReady to discuss how MX can work for your team? Contact us or email info@cognovamx.com