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Context First. Dx Always.

Architecture intelligence for every decision

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

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Decisions enforced, not forgotten—with full traceability back to the source.

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Growing problem

Why Architectural Intelligence Matters More Than Ever

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.

70%

of system integration projects fail due to lack of architectural understanding and hidden dependencies

Enterprise Architects Report

Domain Models become "outdated as soon as they're created" — static documentation fails to reflect reality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

Past Era

Information Silos

Static documentation and isolated domain knowledge. Architecture was captured in documents that quickly became outdated.

Present Day

Architects as Enablers

Cross-functional teams need architectural insights. Gatekeeping models are breaking down as architecture becomes democratized.

Near Future

AI-Driven Complexity

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 →

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 visible, explorable, and actionable in minutes.

Here's how ContextDx works under the hood:

Input Sources

Documents(Docs, word)
Live Discussions(Slack, Teams, etc)
Any Sources using tool builder
Read more about tool builder →

Architects(Enablers)

Curate, resolve conflicting facts
Architecture Intelligence Lake
through dynamically engineered context

Role Specific Work boards

Query Intelligence

Experience it in action

Architectural Intelligence

Ready to demonstrate architectural intelligence.

Use the command below to begin.

Interactive architectural intelligence demo

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.

Spot Automation Opportunities

Find workflows and processes suitable for automation, from market research and trend monitoring to system health checks.

Make Context-Aware Decisions

Evaluate technologies or architecture changes with a full understanding of their impact across your systems.

Reduce Technical Debt

Detect risks early and address them before they require large-scale remediation.

Who it is for:Designed for CTOs, Architects, and Platform Engineers who need to make architecture accessible across disciplines.

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.

Automation Opportunity Discovery

Identify high-ROI workflows to streamline delivery and reduce costs.

Impact Analysis

Predict what a change will break before it breaks.

Scaling Strategy & Resource Optimization

Remove bottlenecks and plan growth with precision.

Market & Technology Research

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.

Platform

Configurable Architecture Intelligence Platform

The most unopinionated framework you could imagine - a configurable, futuristic visual engine that evolves with your systems

Systems Intelligence

A fully type-safe LangGraph powered agent builder.

Build n8n like workflows and agents that powers workboards, gets insights, and automates your most mundane tasks.

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

Full compile time safety with graph validation as you compose them, reducing errors before runtime through comprehensive IO validation.

Evaluation

Comprehensive evals layer

End-to-end evaluation of agents through conversational chat. Visually examine how agents reach conclusions and understand the reasoning behind each execution step.

Every tool designed to work together, creating a unified architectural intelligence platform that grows with your systems

Professional services

Implementation and Integration Support

From discovery to deployment in weeks, not months

1

Discovery

Deep-dive into your architecture, pain points, and opportunities in a focused session.

System landscape mapping
Custom workspace design
Intelligence roadmap
2-3 weeks
2

Development

Custom agents and workboards built specifically for your workflows and constraints.

Tailored automation agents
Live demo with your systems
Workboard templates
3-4 weeks
3

Deployment

Secure on-premises setup with team training and ongoing support.

On-premises installation
Team training & documentation
Ongoing optimization
2-3 weeks

Ready to transform your architecture challenges into intelligent automation?

30-minute consultation • No commitment required

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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.

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