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The architect's toolkit formaking complex systems understandable
As AI accelerates how fast we build systems, architects need better tools to understand, plan, and evolve what's being built.
Decisions enforced, not forgotten—with full traceability back to the source.
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Growing problem
The Systems Got Complex. The Tools Didn't Keep Up.
You already know this: systems are getting more complex, documentation is always outdated, and every question routes through the one person who actually understands the architecture — and now set to grow rapidly as AI adoption accelerates.
of system integration projects fail due to lack of architectural understanding and hidden dependencies
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“Domain models become outdated as soon as they're created”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
The Evolution of Architectural Complexity
Understanding how we got here and where we're heading in the age of AI
Information Silos
Static documentation and isolated domain knowledge. Architecture was captured in documents that quickly became outdated.
Architects as Bottlenecks
Every question about the system routes through one person. Architecture knowledge is trapped, not shared.
Accelerating Complexity
Exponential system complexity as AI agents proliferate. Architectural intelligence becomes critical for managing interconnected 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 better tools, architects will spend more time explaining systems than improving them. Read our full research analysis →
How ContextDx Works
Clarity At The Speed Of Change
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:
Input Sources
(Docs, word)
(Slack, Teams, etc)
Architects(Enablers)
Role Specific Work boards
Input Sources
Architects(Enablers)
Role Specific Work boards
Experience it in action
Architectural Intelligence
Ready to demonstrate architectural intelligence.
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Benefits
What ContextDx Delivers
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.
Live Architecture Diagrams
Understand Systems in Plain English
View relationships between systems, services, and domains, and interact with them through a context-aware interface.
Plan Changes With Full Context
Understand Impact Before You Commit
Evaluate architecture changes, migrations, and technology decisions with a full understanding of dependencies and downstream effects.
Make Context-Aware Decisions
Full Impact Visibility
Evaluate technologies or architecture changes with a full understanding of their impact across your systems.
Reduce Technical Debt
Early Risk Detection
Detect risks early and address them before they require large-scale remediation.
Common use cases
Turning Benefits Into Action
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:
Technology Evaluation & Risk Forecasting
See exactly how new tools will fit — or conflict — with your current stack.
Migration & Modernization Planning
Map every dependency so no service or integration is overlooked.
Governance & Decision Capture
Capture architectural decisions as they happen. Keep governance living, not forgotten.
Impact Analysis
Predict what a change will break before it breaks.
System Onboarding
Get new team members up to speed on complex systems in hours, not months.
Architecture Drift Detection
Know when your systems diverge from intended design before it becomes technical debt.
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.
Architects consistently report the same frustrations:
- “I inherited a decade-old codebase. Original developers gone. Docs from 2019.”
- “Documentation becomes outdated as soon as it's created.”
- “No one understands how these services actually interact.”
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.
Platform
What's Inside ContextDx
Context-aware tools that work the way you do — from understanding inherited systems to capturing decisions as you make them.
Systems Intelligence
A fully type-safe LangGraph powered agent builder.
Build workflows and agents that power your workboards — scoped to your architecture, type-safe by default.
Visual Builder
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.
- Drag-and-drop workflow creation
- MCP tool integration and binding
- Real-time agent construction
- Architecture-aware execution
Type Safety
Compile time analysis
Evaluation
Comprehensive evals layer
Every tool designed to work together — a unified workspace that grows with your systems.
Professional services
Implementation and Integration Support
From discovery to deployment in weeks, not months
Discovery
2-3 weeksDeep-dive into your architecture, pain points, and opportunities in a focused session.
- System landscape mapping
- Custom workspace design
- Intelligence roadmap
Development
3-4 weeksCustom agents and workboards built specifically for your workflows and constraints.
- Tailored automation agents
- Live demo with your systems
- Workboard templates
Deployment
2-3 weeksSecure on-premises setup with team training and ongoing support.
- On-premises installation
- Team training & documentation
- Ongoing optimization
Ready to see ContextDx with your own systems?
30-minute consultation • No commitment required
Ready to get started?
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