Technology and cybersecurity AI roadmap
Engineering, platform, and security teams improving code delivery, vulnerability triage, compliance evidence, and incident-adjacent workflows.
Priority opportunities
Where to start
Start with developer assistance, security triage, and evidence gathering where review workflows already exist.
Add AI-assisted vulnerability scanning, dependency review, and remediation guidance into engineering delivery.
Use AI coding agents and repo-aware assistants to implement contained tasks, fix bugs, write tests, and prepare reviewed changes.
Support SQL, notebooks, pipeline debugging, and metric explanation with AI assistants grounded in approved data context.
Continuously gather evidence, map controls, and prepare compliance workpapers from trusted systems.
Turn this into a business-specific audit
The first audit version will use structured rules and taxonomy, not a model call, to recommend where to start.