Service · Diagnostic

The Röntgen for your digital estate.

A network-science audit of your entire web and content topology. See orphan pages, content islands, and structural drift: the hidden risks behind bad AI citations, failed migrations, and compliance gaps.

Structure is signal

From scan to executive report, in four steps

Large digital estates encode business logic in their link topology. When it drifts, search engines misrank, AI assistants misquote, and auditors can't trace what feeds your internal RAG. A Digital MRI unfolds in four steps, each with a clear input, output, and artifact your team keeps.

1

Step 1

Audit and capture your estate

We crawl every page, link, and connection across your web and content estate. Nothing is sampled or guessed. The raw topology is assembled into an interactive visualization your team can explore directly, so the conversation starts from what is really there rather than from what a site map claims.

Anonymized sample topology. Explore clusters, orphans, and hubs directly.

Open the full demo in a new tab

You receive

  • Complete topology dataset. Every page and link captured, nothing sampled or inferred.
  • Interactive network visualization. Explore clusters, orphans, and hubs directly with your team.
  • Full node and edge metadata. Titles, depths, connectivity, content attributes, ready for further analysis.
2

Step 2

Analyze through five complementary lenses

We read the topology through five lenses, each isolating a different class of structural risk. Every lens produces a measurable score. The scores roll up into a composite Axiom Score (0 to 100) that leadership and auditors can actually read, instead of relying on gut feel or vendor promises.

Skeleton

The load-bearing structure: hubs, depth, navigation spine.

Circulation

How authority and attention flow between pages.

Organs

Functional clusters that serve specific business goals.

Health

Drift indicators: orphans, dead ends, broken clusters.

Nervous System

Cross-cluster links that coordinate the whole estate.

Axiom Score

The composite 0 to 100 structural-health index.

You receive

  • Five-Lens scored analysis. Each lens measured and flagged independently, tied back to specific pages and clusters.
  • Composite Axiom Score. One number from 0 to 100 your leadership and auditors can act on.
  • Benchmark against prior scans. If we have scanned you before, you see direction and magnitude of drift.
3

Step 3

Synthesize findings into an executive report

The scored analysis becomes a plain-language briefing your leadership can read in one sitting. Risks are translated into business impact, findings become a prioritized roadmap, and the underlying evidence stays one click away. The same report travels to auditors, vendors, and CMS owners without translation.

You receive

  • Executive summary. Plain-language briefing for non-technical stakeholders.
  • Full Five-Lens report. Scored findings per lens, tied to specific pages and clusters.
  • Prioritized action roadmap. Ranked fixes with effort and impact estimates.
4

Step 4

Review, prioritize, and optimize together

We walk the report with your team, align on what to fix first, and sequence the work. You decide scope. We can implement alongside your team, train them to run the fixes, or set you up with an optional re-scan cadence so drift is caught before it becomes a crisis.

You receive

  • Findings review workshop. We walk the report with your team and align on what to fix first.
  • Agreed action plan. Sequenced work items with owners and target windows.
  • Optional re-scan cadence. Periodic baselines so drift is caught before it becomes a crisis.

Why leaders commission an MRI

The diagnostic is the same. The question it answers depends on who's asking.

AI Search Visibility

AI assistants follow structure. Orphans and islands are invisible, no matter how good the copy is. The MRI shows you which pages actually carry weight in the network, so GEO optimization targets the ones that move the needle.

M&A and Platform Migration

Before signing or replatforming, map the hidden technical debt. Content sprawl, redirect chains, and structural drift become explicit line items rather than post-close surprises.

Auditable AI (EU AI Act)

When your internal Copilot or RAG pipeline learns from the website/intranet, auditors ask: where did the training data come from? The MRI delivers the structural evidence: a map of what's controlled, what's orphan, what's drifted.

Go deeper

Read how we think, and how we tested it

Structural Signals

The blog series

Anonymized Fortune 500 websites, analyzed through the Five-Lens network science framework. Patterns, failure modes, and what the topology actually predicts.

Read the series

Research

The 2025 thesis

Network topology predicts a page's business function with 95% accuracy, outperforming text-only NLP models by more than 34 percentage points.

See the research

Let's talk

Questions about transparent AI governance? Curious how your digital architecture measures up? Start a conversation.