Context First. Dx Always.
As AI accelerates how fast we build systems, it's time to make architecture accessible to everyone who needs it.

Decisions enforced, not forgotten—with full traceability back to the source.
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Analysis of 90+ industry sources reveals a widening gap in architectural visibility—already a root cause of costly failures, and now set to grow rapidly as AI adoption accelerates.
of system integration projects fail due to lack of architectural understanding and hidden dependencies
Domain Models become "outdated as soon as they're created" — static documentation fails to reflect reality
Technology decisions as "terrifying" without complete system context and dependency visibility
Understanding how we got here and where we're heading in the age of AI
Static documentation and isolated domain knowledge. Architecture was captured in documents that quickly became outdated.
Cross-functional teams need architectural insights. Gatekeeping models are breaking down as architecture becomes democratized.
Exponential system complexity as AI agents proliferate. Architectural intelligence becomes critical for managing interconnected AI systems.
The acceleration is exponential
What took decades to evolve will now change in years
As AI systems evolve at unprecedented speed, architectural blind spots will multiply—making integration riskier, decision-making harder, and technical debt faster to accumulate. Without continuous architectural intelligence, organizations will struggle to keep pace. 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 visible, explorable, and actionable in minutes.
Here's how ContextDx works under the hood:
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ContextDx provides a clear, connected view of your architecture. It helps you see how systems interact, spot opportunities for automation, make decisions with full context, and address risks before they grow into costly problems.
View relationships between systems, services, and domains, and interact with them through a context-aware interface.
Find workflows and processes suitable for automation, from market research and trend monitoring to system health checks.
Evaluate technologies or architecture changes with a full understanding of their impact across your systems.
Detect risks early and address them before they require large-scale remediation.
The power of ContextDx comes to life when it's applied to the moments that shape your architecture and strategy.
Here are some ways you could put it to work from day one:
See exactly how new tools will fit — or conflict — with your current stack.
Map every dependency so no service or integration is overlooked.
Identify high-ROI workflows to streamline delivery and reduce costs.
Predict what a change will break before it breaks.
Remove bottlenecks and plan growth with precision.
Automate intelligence gathering to stay ahead of trends.
Whether you're building something new or fixing what's already in place, ContextDx makes sure you have the full architectural context before making your next move.
Enterprise leaders consistently report the same frustrations:
- “AI agents make decisions in isolation.”
- “GenAI integration is too complex.”
- “We’re flying blind due to architecture invisibility.”
We’ve built tooling that aims to address these challenges by bringing architectural context to the forefront—helping organizations navigate complexity and prepare for what’s next.
The most unopinionated framework you could imagine - a configurable, futuristic visual engine that evolves with your systems
Build n8n like workflows and agents that powers workboards, gets insights, and automates your most mundane tasks.
Build agents with tool calling support
While agents can be built on-the-fly, creating intelligent agents with drag-and-drop workflows with full type safety is a breeze. Bind various tools including MCP tools, and construct agents on the fly with full type safety.
Compile time analysis
Comprehensive evals layer
Every tool designed to work together, creating a unified architectural intelligence platform that grows with your systems
From discovery to deployment in weeks, not months
Deep-dive into your architecture, pain points, and opportunities in a focused session.
Custom agents and workboards built specifically for your workflows and constraints.
Secure on-premises setup with team training and ongoing support.
Ready to transform your architecture challenges into intelligent automation?
30-minute consultation • No commitment required
The future of software is evolving rapidly. Get insights on architectural intelligence, emerging patterns in system design, and trends shaping the next generation of enterprise technology.