See how it works
We prefer clarity over complexity. By mapping the network structure of your data, we make AI behavior visible. When you see the connections, you understand the output.
AI you can see through.
Map your website's hidden architecture. See what search engines and AI assistants really see. Every structure revealed. Every blind spot exposed. Every AI citation governed.
What we believe
AI doesn't have to be a mystery. At Axiom Graph, we prefer interpretability over complexity and always look for the simplest solution that works. We build systems where every output can be traced, every decision can be audited, and humans stay in control.
AI that augments
The best decisions combine machine efficiency with human judgment. AI extends your team's capabilities without replacing them. Your experts make the calls.
Proven beats impressive
We rely on Network Science and mathematically proven foundations rather than the latest generative hype. Structure is predictable; hallucination is not.
Capability, not dependency
Partnership means more than delivering a solution. We transfer knowledge, train your team, and build systems your people can maintain. We start hands-on, then enable you to run without us.
Results over promises
We measure success by outcomes, not activities. Data-driven decisions. Validated methodologies. If we can't demonstrate the impact, we adjust the approach until we can.
Substance over buzzwords
No "AI-powered synergies." No magic. We use plain language to describe real capabilities. If a simpler solution works, we recommend it, even if it's less impressive on a slide deck.
Why this matters long-term
AI implementations fail when they're built on hype instead of fundamentals. We invest in understanding your specific context because sustainable results come from systems your organization can actually maintain, evolve, and trust, not from vendor lock-in or unnecessarily complex dependencies.
What we do
Two services that address both sides of enterprise digital health. One reveals how your site is built. The other makes AI cite you correctly, and keeps it governed at scale.
Digital MRI
See your company's digital nervous system
Large websites develop blind spots. Pages disconnect. Content drifts into silos. Our Digital MRI maps your entire site structure using network science, revealing hidden problems that hurt user experience and AI visibility.
✓ Map your entire digital presence
✓ Identify orphaned pages and broken connections
✓ See what search engines and AI assistants really see
✓ Interactive visualization your team can explore
Explore a sample network map
For leaders driving digital strategy and operations
GEO Implementation
Make AI cite you correctly
AI assistants are becoming the new search engines. When someone asks ChatGPT, Perplexity, or Copilot about your industry — does your content get cited? Is it accurate? Can you control this at scale? We optimize your content for AI comprehension and deploy governed agents that keep it compliant.
✓ AI visibility audit for AI search engines
✓ Optimized "Golden Pages" with schema markup
✓ Governed AI agents with compliance baked in
✓ Your own Content Governance Vault
Talk to us about GEO
For CMOs, Marketing VPs, and Content Operations leads
Stronger together
Digital MRI
Reveals which pages are structurally important: hubs, orphans, bridges, silos
GEO Implementation
Optimizes exactly those pages so AI search engines cite them correctly
Each service delivers standalone value. When combined, MRI's structural intelligence tells GEO precisely where to focus. Optimization backed by data, not guesswork.
Coming soon: AI Gatekeeper — automated pre-publication governance that flags structural drift before content goes live.
How we work
We don't just deliver and disappear. We start hands-on, then gradually enable your team. Every engagement includes knowledge transfer, because partnership means building your capability, not your dependency.
Digital MRI: Map your architecture
1
Discover
We scan your entire digital presence using network science: every page, every link, every connection mapped and analyzed.
2
Diagnose
You receive your Digital MRI report plus an interactive visualization. See your site structure as it really is, not as it was planned.
3
Review
We walk through findings together and identify structural issues: orphaned pages, broken connections, content silos hurting your visibility.
4
Optimize
Based on the diagnosis, we prescribe targeted solutions. You decide what to fix first, and we can help implement the changes.
Research-backed methodology
In 2025 we conducted original research at the intersection of network science, data science, and machine learning. The core insight: enterprise websites encode business logic in their link topology, and structure predicts function better than content analysis alone. That research also shaped how we work: clear-box models over black boxes, feature efficiency over brute-force data, and MLOps-grade pipelines that make every output traceable and reproducible.
✓
Predictive accuracy — Network position reliably predicts page business function
✓
Cold-start solutions — Effective results even with limited initial data
✓
Feature efficiency — Smart feature selection outperforms more data
Structure matters. We know how to read it.
See the researchGEO Implementation: Govern your AI visibility
1
Audit
We assess how AI search engines currently see your content: what gets cited, what gets missed, what gets misrepresented.
2
Architect
We build your governance vault: brand rules, content rules, personas, and compliance bricks. All versioned, modular, testable.
3
Generate
We compile Golden Pages and governed AI agents from your vault. Every output traces to specific input components. No black boxes.
4
Transfer
We train your team to run manifests, update bricks, and maintain agents. The system outlives the engagement.
Governed, not just optimized
We apply MLOps principles to content and AI agents. Your compliance rules, brand voice, and quality standards become modular components, not tribal knowledge or one-off prompts.
Versioned
Every rule tracked in Git
Tested
Unit tests per component
Traceable
Every output has a source
Propagated
Update once, all comply
Update one compliance rule and all 50+ agents comply instantly. No manual editing. No drift. No compliance gaps.
See what's hidden, and make AI see what matters
Map your digital architecture with a Digital MRI. Optimize your AI visibility with GEO Implementation.
Start the ConversationWho we are
Imre Lóránt Dévai
Founder, Axiom Graph
I've spent 10+ years in enterprise digital operations and 15+ years designing websites. I bridge technical teams and business stakeholders, translating between project managers, developers, and data scientists who rarely speak the same language.
I approach every problem with a network-centric view. In our world, everything connects to everything, and those connections hold massive untapped value that most analyses overlook. My thesis work confirmed this: structure isn't just organization, it's signal. That insight became Axiom Graph.
"I don't believe AI should be mysterious. If we can't explain how a system makes decisions, we shouldn't deploy it. Transparency isn't a nice-to-have; it's the foundation of trust."
✓ 10+ years enterprise digital operations ✓ 15+ years web design & development ✓ Full-stack AI expertise ✓ Published AI governance research
Diána Gabriella Dévai
Co-founder, Axiom Graph
I manage the business operations and growth strategy that keep Axiom Graph moving forward. With an economics degree and management background, I handle finances, legal coordination, and compliance — the operational foundation that lets us serve clients without distraction.
Beyond day-to-day operations, I identify strategic growth channels: EU tenders, local enterprise programs, and partnership opportunities that align with our mission. While Imre focuses on technical delivery, I make sure the company is not only running smoothly but growing in the right direction.
"A strong company needs more than great technology — it needs someone finding the right doors to open. I keep the foundation solid and the growth pipeline full, so we can scale with purpose."
✓ Economics degree ✓ Business development & tenders ✓ Financial & legal coordination ✓ Operations & growth strategy
Let's talk
Questions about transparent AI governance? Curious how your digital architecture measures up? Start a conversation.
Email
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Axiom Graph