Concho Technology: The Digital Architect

Understand enterprise systems in hours, not months.

Concho reveals the architecture, dependencies and business logic hidden in complex codebases, so you can modernize, migrate and optimize with confidence.

Concho

Digital
Architect

system-atlas.scan

> ingest repository, docs, dependencies

build digital architect - vend validated slices through MCP

// How Concho works

From code to clarity in three simple steps.

Critical software keeps running the business, but the map of how it works is scattered across code, integrations, and a few people. Concho scans the system, understands the hidden logic, and delivers a model teams can trust.

Problem

Business logic is buried

Rules that decide pricing, eligibility, billing, and operations live inside old code instead of clear documentation.

Problem

Knowledge sits with a few people

The people who understand the system are busy, retiring, or no longer available when modernization begins.

Problem

Every change feels risky

Leaders cannot see dependencies, blast radius, or what will break before funding a migration or rewrite.

Concho process flow from scanned code, rules, workflows, and systems through the Digital Architect to AI and teamsSCANUNDERSTANDDELIVERCodeRulesWorkflowsSystemsDigital ArchitectAI + teams

A map before the modernization.

Concho connects code, rules, workflows, systems, and AI into one validated source of truth.

Concho

Scan

Connect your repositories or systems. Concho securely scans and analyzes the code, documentation, and technical evidence.

Concho

Understand

AI models build a context graph of the architecture, dependencies, workflows, and business logic.

Concho

Deliver

Receive interactive diagrams, reports, and modernization recommendations your team can validate and use.

Concho in the field

Use Cases

Common thread: teams and private equity operators bring Concho the codebases they cannot afford to misunderstand.

20M+ LOC under Concho

Healthcare Platform

  • One developer completed a 5-month integration project in 5 weeks
  • Critical feature timeline pulled forward by 9 months
  • Expanded to 9 systems across the full portfolio

PE portfolio intelligence

Hospitality Platform

  • CTO oversees 12 companies with 5-15M LOC each
  • Self-serve visibility into portfolio health without interrupting engineers
  • Meetings shifted from status updates to strategic direction

Knowledge cliff averted

Medical Coding System

  • Lead architect announced retirement from a poorly documented system
  • Concho built a comprehensive model in 3 working days
  • Team now has an AI guide for life after the architect leaves

// The people behind Concho

Meet the team.

Concho draws on deep experience across healthcare, hospitality, reinsurance, logistics, and private equity — the sectors where legacy systems carry the most risk and the least visibility.

Meet the team

Proven results

Structure you can validate against.

Concho produces queryable outputs that support scoping, API design, risk assessment, migration planning, and technology decisions.

Sample model output from one production system

45

Aggregate Roots

31 merged from multiple sources

23

Bounded Contexts

Maps to 23 proposed microservices

163

Business Rules

95.6% code-derived, not inferred

112

Workflows

73 are multi-step processes

168

Integration Boundaries

42 RPC endpoints, 46 file integrations

190

Implementation Constraints

73 compatibility, 41 architectural

Integration mapped

Medical practice platform

  • Untamable codebase from multiple acquisitions
  • Concho revealed exact integration points and data flows
  • Conversations changed from status updates to fixing the payment stack

Rules extracted in 4 days

Logistics automation system

  • 50 years of PICK BASIC stored procedures
  • Concho extracted all business rules in 4 days
  • First viable migration path in 50 years

FAQ

Claude accelerates coding. Concho accelerates understanding.

Concho is built for modernization foundations: verified, queryable structure that AI tools and executives can trust.

We already bought Claude. Why do we need Concho?

Claude accelerates coding. Concho accelerates understanding by producing a verifiable atlas of complex systems.

Our team produced documentation using AI. Is that the same?

If you cannot query it, validate new code against it, or show a completeness guarantee, you have documents, not a modernization foundation.

Can't we just do the same thing with ChatGPT?

Large-context chat produces plausible text. Concho produces verified system knowledge that distinguishes critical business rules from incidental code.

Customer signal

Bring us your worst system.

Modernization is where Concho is pulled first because uncertainty is existential. Start with the complex, outdated software your team cannot safely ignore.

Contact us

Blog

Field notes

Field notes on legacy modernization, code knowledge graphs, AI context, and the hidden system intelligence inside critical software.

Open blog