Interactive Tool: ENGINEERING
15-Point Technical Debt & Architecture Health Diagnostic
Take our interactive 15-question architectural diagnostic to uncover hidden bottlenecks, calculate technical debt risk grades, and receive actionable remediation priorities.
Codebase Health & Technical Debt Diagnostic
Answer 5 core engineering questions to calculate your architectural debt grade and receive prioritized remediation guidance.
How often does your engineering team deploy changes to production?
What is your automated test coverage on core business logic?
How are database queries, connection pools, and indexes managed?
How are secrets, dependencies, and access tokens governed?
How are architectural decisions and domain models documented?
Architecture Health Score
Audit Assessment
Elevated technical debt is directly impacting feature velocity and developer confidence.
Primary Recommendation
Allocate 20% continuous sprint bandwidth to code refactoring and introduce automated CI linting immediately.
Methodology
How this benchmark is calculated
Our diagnostic models are calibrated against audited production telemetry from over 40 high-scale cloud, AI, and SaaS engineering engagements. Rather than relying on generic vendor marketing assumptions, our calculators reflect real-world spot availability, memory fragmentation, token overhead, and DORA velocity baselines.
Frequently asked questions
The scorecard weighs 15 mission-critical engineering vectors including deployment frequency, test coverage, query optimization, security posture, and documentation rigor.
Healthy engineering teams dedicate 15–20% of continuous engineering capacity to technical debt remediation, keeping critical defect ratios under 5%.
We run in-depth architectural and cloud spend reviews
Schedule a strategy session with our senior engineers to analyze your systems and receive actionable recommendations.