TL;DR
Red Hawk’s custom Software Composition Analysis (Red Hawk SCA) tool began as an internal utility for maintaining a software bill of materials (SBOM), scanning it and detecting common vulnerabilities and exposures (CVEs) across custom software assets. Using Red Hawk’s AI-First SDLC, our team rebuilt Red Hawk SCA’s interface and reporting capabilities in just two weeks—a project that would traditionally take eight weeks.
What is Software Composition Analysis (SCA) — and Why Does It Matter?
Most modern software is built on a foundation of third-party libraries, frameworks, and components.
That foundation shifts constantly.
Software Composition Analysis (SCA) helps teams understand what’s inside their applications—like an ingredient list for software. An SCA scan automatically generates an SBOM (Software Bill of Materials) and compares every component against publicly known vulnerabilities.
Think of it like a routine safety check for your application:
- It doesn’t critique your custom code.
- It evaluates the external building blocks your software relies on.
- It alerts you when a component becomes unsafe or outdated.
- And most importantly: it helps teams reduce exposure, risk, and technical debt.
A stronger, more visible process makes all of that easier to manage—at scale.
The Challenge: Managing Software Risk with Clarity
Before the redesign, Red Hawk SCA generated high-quality vulnerability data—but it lived behind the scenes.
Teams needed:
- A clear view of component health
- Trends over time
- Automated creation & syncing of remediation tickets
- Reporting that anyone—PMs, devs, and leadership—could quickly understand
The engine was solid. What we needed was a new, intelligent interface to match it.
The AI-First Approach
Our goal wasn’t just to modernize Red Hawk SCA. We wanted to test and prove the impact of our AI-First SDLC.
Using AI tools including Firebase Studio, Cursor, and automated test generation, the team:
- Built a front-end and reporting layer in two weeks
- Automatically generated 800+ unit tests
- Produced documentation alongside the code
- Accelerated routine coding tasks to focus on architecture and UX
- Delivered a high-quality, production-ready application at a fraction of the effort
“Tell it to write the test before it writes the code. AI follows the rules you give it—you just have to think like an architect.”
— Jason Wilson, Principal - Red Hawk Technologies
The result was not just faster delivery, but better clarity, consistency, and developer focus.
The result? A modern software composition analysis (SCA) solution that delivers continuous visibility, automated insight, and management-level clarity—helping organizations maintain a healthy cybersecurity posture without adding operational chaos.
The Rising Risk
According to recent data from the National Vulnerability Database, more than 130 new vulnerabilities are disclosed every day, ~ 47,000 a year. That means every day your software sits unmonitored, new weaknesses could be emerging.
Attackers know this. They target dependencies, not firewalls. They exploit open-source weaknesses buried deep in your codebase — the ones traditional security scans often miss.
With new vulnerabilities emerging daily, the age of the "once-a-year" security audit is over. Protecting your software is synonymous with protecting your business.
The Solution: A Smarter Red Hawk SCA Dashboard
The new Red Hawk SCA transforms complex vulnerability data into actionable intelligence.
Key capabilities include:
- Technical Documentation This documentation is a living technical system reference that combines product overview, architecture, implementation details, and operational guidance into a single, authoritative source of truth for the platform.
- Automated SBOM generation with clear component lineage
- Real-time vulnerability visibility across all scanned repositories
- Remediation workflow integration with Azure DevOps
- AI-generated summaries to translate technical findings into business language
- Trend lines showing vulnerability patterns over time
- Active alerts for failed scans, expiring credentials, or unscanned assets
Red Hawk SCA is now an interactive, intuitive SCA hub—one that helps our teams act faster, communicate more clearly, and reduce risk continuously.
How Red Hawk SCA Protects your Investment
Red Hawk SCA proactively identifies and remediates potential issues by using AI agents that continuously scan repositories, detect patterns, and recommend optimizations before bugs or performance problems arise.
This loop is simple on purpose—continuous improvement without chaos.
Why Software Composition Analysis is a Business Issue, Not Just a Technical One
- Waiting to fix vulnerabilities creates technical debt
- Outdated components increase exposure to cybersecurity threats
- The longer a vulnerability sits, the wider the attack window becomes
- Proactive remediation extends the life and stability of your application
Security is no longer a “nice to have.”
It’s part of maintaining the investment you’ve already made.
Our redesigned tool makes that maintenance visible, predictable, and manageable.
Results: Delivery at AI Speed
The Red Hawk SCA rebuild proved what’s possible with an AI-First SDLC:
- 4× faster delivery (2 weeks vs. 8 weeks)
- Stronger consistency thanks to automated testing
- Cleaner communication through AI-generated reporting
- Reduced manual effort and fewer repetitive engineering tasks
- A future-proof, scalable foundation for expanding to every client application
“The future of software delivery is AI-First—and Red Hawk SCA proves what’s possible when you embrace that shift.”
— Matt Strippelhoff, Partner, CEO/CRO Red Hawk Technologies
AI didn’t do the job for us.
It helped us deliver the best version of our work—faster.
What’s Next for Red Hawk SCA
The foundation is in place. Now we expand:
- Distributed, event-driven architecture for parallel scanning at scale
- Portable scanning modules for clients with restricted access
- More advanced reporting—including client-facing dashboards
- AI-driven remediation suggestions, for complex technical debt issues
- Deeper SBOM insight and clearer dependency relationships
The vision is simple:
Continuous clarity, delivered automatically.
The Red Hawk Point of View
Better software doesn’t come from working harder. It comes from working smarter—removing friction, improving visibility, and using the right tools at the right time.
Red Hawk SCA is proof that when you combine engineering expertise with AI-powered acceleration, you get clarity, velocity, and better outcomes for the business.
If you’re ready to see how an AI-First SDLC can accelerate your roadmap, strengthen your software, and create measurable business value, schedule a free consultation with our team. We’d love to help you build with confidence.
An internal Red Hawk tool for software composition analysis (SCA)—it scans codebases, identifies vulnerabilities, and creates automated work items for remediation.
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