Sold by: Cybage Software Inc.
Cybage AI-Native Tech Debt Assessment & Modernization Framework combines DART and CLEAR frameworks with AI-powered assessment agents, evidence-based scoring across 350+ parameters, and automated modernization recommendations to identify, prioritize, and eliminate technical debt across applications, architecture, infrastructure, data, security, and engineering practices — delivering measurable modernization roadmaps that accelerate cloud transformation, AI readiness, and engineering excellence.
Overview
Cybage AI-Native Tech Debt Assessment & Modernization Framework is an AI-powered enterprise assessment service that helps organizations identify, quantify, prioritize, and remediate technical debt across applications, infrastructure, data, cloud, security, and software engineering.
The solution combines the CLEAR Framework for technical debt analysis with the DART Framework for engineering maturity assessment, delivering evidence-based insights across more than 350 assessment parameters using intelligent orchestration, confidence scoring, automated prioritization, and modernization recommendations. The framework evaluates code complexity, architectural drift, testing maturity, documentation quality, infrastructure readiness, security posture, observability, data and AI readiness, DevOps maturity, deployment automation, business alignment, and operational excellence.
AI-powered assessment agents collect evidence from engineering repositories, CI/CD pipelines, source control, observability platforms, quality tools, security scanners, project management systems, documentation repositories, and cloud environments to produce consistent, auditable, evidence-backed scores. Automated confidence levels, human-in-the-loop governance, benchmark comparisons, and prioritized modernization backlogs help organizations focus investment on the highest-value remediation opportunities.
The service integrates with GitHub, Jira, SonarQube, Datadog, Dynatrace, Confluence, AWS services, and other engineering platforms while producing executive dashboards, engineering scorecards, modernization roadmaps, and OneTruth KPI reporting. It supports application modernization, cloud migration, AI modernization, platform engineering, DevSecOps, and enterprise transformation initiatives on AWS.
Key assessment dimensions include Tech Debt Assessment, DART Engineering Maturity Assessment, CLEAR Technical Debt Assessment, Enterprise Modernization Roadmap development, Remediation Planning, and Executive Reporting with Benchmarking. Assessment scope is tailored based on the number of applications, repositories, cloud environments, engineering teams, and reporting requirements.
The framework is delivered through flexible Professional Services engagements customized via AWS Marketplace Private Offers, ensuring alignment with your organization's modernization goals and transformation timeline.
Highlights
- AI-Powered Assessment Across 350+ Parameters: Intelligent agents collect evidence from GitHub, Jira, SonarQube, Datadog, Dynatrace, AWS services, and other engineering platforms to deliver consistent, auditable, evidence-backed scoring with automated confidence levels and human-in-the-loop governance.
- Dual Framework Approach (DART & CLEAR): Combines the CLEAR Framework for technical debt analysis with the DART Framework for engineering maturity assessment, covering code complexity, architectural drift, testing maturity, infrastructure readiness, security posture, DevOps maturity, and AI readiness across the full engineering estate.
- Actionable Modernization Deliverables: Produces executive dashboards, engineering scorecards, prioritized modernization backlogs, OneTruth KPI reporting, and enterprise modernization roadmaps with remediation planning aligned to cloud transformation and AI modernization goals on AWS.
Details
Sold by
Categories
Delivery method
Deployed on AWS
New
Introducing multi-product solutions
You can now purchase comprehensive solutions tailored to use cases and industries.
Pricing
Custom pricing options
Pricing is based on your specific requirements and eligibility. To get a custom quote for your needs, request a private offer.
Legal
Content disclaimer
Vendors are responsible for their product descriptions and other product content. AWS does not warrant that vendors' product descriptions or other product content are accurate, complete, reliable, current, or error-free.
Support
Vendor support
Cybage provides professional support throughout the assessment engagement, including planning, tool integration, evidence collection, assessment execution, executive workshops, modernization roadmap development, reporting, and knowledge transfer. Each engagement is supported by AWS-certified architects, AI specialists, cloud consultants, and engineering experts. Business hours support is included, with optional Premium Support and Managed Services available through AWS Marketplace Private Offers. For inquiries, contact business@cybage.com or visit