IRVING, Texas, July 14, 2026 (Globe Newswire) — Concho AI, an application understanding software company, today announced Concho, an AI system that provides deep semantic understanding of application architectures, business functions, and technology patterns. MCP transforms the way developers work with complex codebases as they use AI to modernize mission-critical apps. As a core business app consultant for Object Systems Group, Concho embodies the founding team’s decades of experience working on the most challenging enterprise application projects for 30 years, including core strategic applications such as financial services, healthcare, and telecommunications.
“What sets Concho apart is its holistic approach,” said David Linthicum, founder and analyst at Linthicum Research. “Traditional tools can help with code generation, documentation, and suggest architectural patterns, but they often operate in silos, are siled, and don’t see the full context of the business. In contrast, Concho It doesn’t just interpret snippets of code, it takes in the entire codebase and maps platform choices, coding languages, architectural interdependencies, human contributors, business logic, and more.
“Concho provided us with a ready-to-use architecture map that helped us speed research, reduce ramp-up time for new engineers, and make better decisions across the platform,” said Cory Kirspell, CTO at Clearwave, a leading healthcare software vendor with more than 40 business domains and 15 EHR integrations.
As large enterprises struggle to modernize mission-critical apps within budget and time constraints, they are increasingly turning to generative AI coding tools to improve productivity, but these tools alone are not enough. Enterprises need architectural guidance and documentation to help them connect existing application code with business functionality. Developers and business analysts spend significant amounts of time and costly manual labor filling these gaps in AI tools, reducing or even negating the productivity and time-to-market benefits promised by large-scale projects.
Concho acts as an enterprise architect, using proprietary algorithms to create extensive and detailed application models. Concho’s MCP Server allows users to chat with virtually unlimited size applications in any programming language.
“Concho is the result of decades of patented research and consulting work tackling the most difficult and challenging enterprise applications. We use AI to automate the manual, intensive architectural work required to successfully modernize, migrate, or develop new applications using AI coding tools and agents. AI has automated the code-level hierarchy of the software lifecycle. The layers above it, system-level architecture and planning, are empty. So Concho It works,” said Bruce Henderson, CTO of Concho AI.
Whether you’re using AI tools to modernize or migrate existing enterprise applications or generate code for new enterprise applications, Concho’s unique knowledge engine is the key to meeting business requirements, unlocking value, accelerating time to market, lowering costs, and increasing productivity. Concho:
- Analyze, correlate, and organize application source code and related information to create a consistent and comprehensive data set from which to generate documentation, architecture diagrams, plans, and coding instructions.
- It provides industry-leading depth and breadth of application understanding and analysis, and provides detailed instructions to AI agents to generate cutting-edge code and validation tests.
- Provide self-service access to application models and ease the burden on application development support roles such as project managers, business analysts, validation teams, operational support teams, documentation teams, and CI/CD automation teams.
- Continuously validate business requirements built into code until project completion.
About Concho AI
Concho AI unlocks the potential of AI for the businesses that need it most: organizations running mission-critical legacy systems. Concho provides system-level intelligence to enable modernization with AI coding tools. See below for more information. https://www.concho.ai/.
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