Hero

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.

ContextDx promo video — Architecture in the Age of AI Acceleration

Growing problem

We're Building Faster Than We Can Understand

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.

70%

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“Domain models become outdated as soon as they're created”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

How AI acceleration is compounding a problem that was already hard

Before AI

Static Documentation

Architecture lived in documents that became outdated the moment they were written. Knowledge was siloed and hard to share.

Now

AI Outpaces Understanding

AI agents scaffold services, generate infrastructure, and ship code faster than any architect can document or review. Understanding falls behind.

What's Coming

The Understanding Gap Widens

As AI-generated systems multiply, the gap between what exists and what anyone understands grows exponentially. Architects become the bottleneck.

The gap is accelerating

What took decades to build will now be generated in weeks

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 →

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

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

Architects

Curate and validate
Structured Architecture Context
Queryable by anyone in the org

Role Specific Work boards

Query Intelligence

See ContextDx in action

source → Governance demo preview

source → Governance

Apply ADR-001 as governing intent for this architecture?

Architect governs
complexity → clarity demo preview

complexity → clarity

When a customer calls about a failed order, what does the agent check across our systems?

Business analyst queries

Benefits

What ContextDx Delivers

From evaluating new technologies to onboarding teams onto inherited systems — here are the ways ContextDx works 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.

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.”
Who it is for:Built for software architects working with complex, distributed, or legacy systems.

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

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 — a unified workspace that grows with your systems.

Professional services

Need implementation help?

Our team can help with system landscape mapping, custom workspace design, on-premises deployment, and team training. From discovery to deployment in weeks, not months.

Schedule a call

30 min • No commitment

Ready to get started?

Ready to See Your Architecture Clearly?

Stop explaining systems and start evolving them. ContextDx gives your team the architectural context they need — without you being the bottleneck.

Or for insights on systems intelligence.

ContextDx
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