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GeezerVison is showing www.canvasslabs.com — Canvass Labs | Secure Code Modernization Secure Code Modernization for Complex Software SystemsCanvass Labs helps teams modernize and secure complex software by combining proven analysis methods, AI-assisted reasoning, and human engineering judgment. Our approach brings together traditional security analysis, code intelligence, dynamic testing signals, and LLM-supported review into a human-in-the-loop workflow for high-trust software environments. Secure Code Modernization for Complex Software SystemsCanvass Labs helps teams modernize and secure complex software by combining proven analysis methods, AI-assisted reasoning, and human engineering judgment. Our approach brings together traditional security analysis, code intelligence, dynamic testing signals, and LLM-supported review into a human-in-the-loop workflow for high-trust software environments. Secure Code Modernization for Complex Software SystemsCanvass Labs helps teams modernize and secure complex software by combining proven analysis methods, AI-assisted reasoning, and human engineering judgment. Our approach brings together traditional security analysis, code intelligence, dynamic testing signals, and LLM-supported review into a human-in-the-loop workflow for high-trust software environments. AI-DRIVEN REFACTORING SOLUTIONS Complex Code Is Hard to Secure, Harder to ModernizeLegacy and mission-critical software often depends on specialized architectures, limited documentation, and years of accumulated technical debt. Security scanners and code review tools can surface issues, but teams still need context, prioritization, and practical remediation paths before making changes safely. Legacy Code Lacks ContextOlder codebases are often difficult to understand, risky to change, and expensive to maintain Security Tools Are FragmentedStatic analyzers, fuzzers, dependency scanners, and manual reviews each reveal only part of the problem AI Alone Is Not EnoughAI can assist with analysis and remediation, but high-trust software still requires evidence, validation, and human review Legacy Complexity Fragmented Tools Security Backlogs ![]() Our Solution Evidence-Based Secure ModernizationCanvass Labs supports secure modernization by bringing multiple sources of evidence into one review workflow. We combine static analysis, dynamic testing, fuzzing, code structure understanding, and AI-assisted review to help teams identify real risks, reduce noisy findings, and make safer remediation decisions AnalyzeMap code structure, dependencies, call paths, and security-relevant patterns PrioritizeCorrelate findings across tools to reduce noise and focus attention on the most important risks ModernizeSupport safer remediation and refactoring decisions with human-reviewable recommendations and validation workflows
All Encompassing Solution Orchestrated Analysis, Not AI GuessworkOur workflow treats each analysis method as a source of evidence. Static analysis, dynamic testing, fuzzing, and code intelligence each provide different signals. AI-assisted review helps connect those signals, but validation, engineering judgment, and human oversight remain central Static Analysis Dynamic Testing Fuzzing LLM-Assisted Reasoning Static Analysis Dynamic Testing Fuzzing LLM-Assisted Reasoning Static Analysis Dynamic Testing Fuzzing LLM-Assisted Reasoning COMPARISON Why We Stand OutA more practical approach to secure code modernization. Orchestrated Analysis Context-Aware Code Understanding Vulnerability Triage and Prioritization Human Reviewable Recommendations Secure Modernization Support OthersPoint Solutions Create Fragmented Findings Traditional Scanners Lack Deep Context AI Coding Assistants Are Not Security Workflows High False Positive Burden Refactoring Remains Risky Ways to Work With UsCanvass Labs is developing AI-assisted secure code modernization technology through government R&D, teaming partnerships, and selected commercial engagements Government R&D Mission-focused software modernization, vulnerability discovery, and secure code analysis Prime & Subcontractor Teaming Partnership opportunities for federal, defense, AI, cyber, DevSecOps, and software modernization programs Commercial Pilots Scoped evaluations with engineering and security teams working on legacy code, vulnerability remediation, or AI-assisted development risk. Ready to Modernize and Secure Complex Code? Explore an Early Engagement with Canvass LabsWhether you are modernizing legacy software, improving vulnerability remediation, or evaluating safe AI-assisted development workflows, Canvass Labs can help identify practical ways to reduce risk and support secure modernization ![]() |
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