As AI accelerates how fast we build systems, architects need better tools to understand, plan, and evolve what's being built.

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AI agents write code, scaffold infrastructure, and ship entire services in minutes. But understanding what was built — the dependencies, the decisions, the risks — still takes weeks. The gap between velocity and comprehension is widening.
of digital transformations fail to meet their goals — with architectural complexity and integration issues as key drivers
Enterprise Architects
“Domain models become outdated as soon as they're created”
Static documentation fails to reflect reality
CTOs Describe
Technology decisions as “terrifying”
Without complete system context and dependency visibility
Before AI
Architecture lived in static documents: siloed, and hard to share.
Now
AI agents scaffold services and ship code faster than anyone can review.
What’s coming
More generated systems, and a widening gap of who actually understands them.
As AI-generated systems multiply, architects spend more time explaining what exists than improving what comes next. The tooling needs to catch up. Read our full research analysis →
Architectural blind spots don't just slow you down — they derail projects. ContextDx closes those gaps by making your architecture understandable, explorable, and actionable in minutes.
Here's how ContextDx works under the hood:
(Docs, Word)
(Slack, Teams, etc)
See ContextDx in action

Decisions enforced, not forgotten—with full traceability back to the source.
source → Governance
“Apply ADR-001 as governing intent for this architecture?”

Share architectural context with stakeholders — on your terms, without being the bottleneck.
complexity → clarity
“When a customer calls about a failed order, what does the agent check across our systems?”
From evaluating new technologies to onboarding developers onto complex systems — here are the ways ContextDx works from day one.
Capture architectural decisions as they happen. Keep governance living, not forgotten.
Predict what a change will break before it breaks.
Get new developers up to speed on complex systems in days, not months.
Know when your systems diverge from intended design before it becomes technical debt.
Architects consistently report the same frustrations:
- “Documentation becomes outdated as soon as it's created.”
- “No one understands how these services actually interact.”
Not a mockup — this is the ContextDx portal you're using right now, mapped from a past analysis of its own source. Pan and explore it, then browse more boards.
Stop explaining systems and start evolving them. ContextDx gives your team the architectural context they need — without you being the bottleneck.
Free during technical preview · No credit card · No sales call
Or for insights on systems intelligence.