TL;DR: The EU Cyber Resilience Act and related liability shifts are turning software security from a best-effort audit exercise into a continuous, provable operating obligation, according to Pixee. AI-assisted development and long remediation cycles make manual processes structurally inadequate, and the practical problem is not tooling volume but whether teams can disposition findings, prove decisions, and ship fixes fast enough to sustain compliance over a product’s support period.
Editorial analysis by NHI Mgmt Group, based on content published by Pixee: “Regulators Will Require What You Can't Do Manually”.
Key questions
Q: What breaks when security standards are treated as a once-a-year audit exercise?
A: When standards are treated as an annual event, controls drift out of date and procedures stop reflecting real operations.
Q: Why do continuous software security obligations increase accountability for product teams?
A: Because the obligation is no longer limited to finding defects.
Q: What do AppSec teams get wrong about SBOMs and vulnerability reporting?
A: They often treat inventory and reporting as if they were the control itself.
Practitioner guidance
- Implement continuous finding disposition Record which vulnerabilities are reachable, exploitable, or safely dismissible, and retain the rationale as part of the security evidence trail.
- Automate SBOM-to-disposition workflows Keep component inventories current, then connect each material change to a triage decision and remediation owner so the inventory does not become stale documentation.
- Track fix-rate against find-rate Measure whether validated fixes are landing fast enough to offset incoming findings, especially where AI-assisted development is increasing output volume.
Bottom line: Software security is moving from best-effort reviews to a continuous obligation that must be demonstrable across the support lifecycle.
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Best-effort AppSec is being replaced by evidence-led software governance: the regulatory direction of travel now assumes that producers must maintain continuous security state, not periodic assurance. That changes the centre of gravity from finding issues to proving how they were handled across the support period. For practitioners, the implication is that security evidence must be generated as part of delivery, not assembled after the fact.
A question worth separating out:
Q: How should security teams prove continuous software security over a product’s lifecycle?
A: They should prove it with a traceable chain from discovery to disposition to merged remediation. That means keeping findings current, documenting why items were accepted or dropped, and showing that validated fixes reached the codebase within the product’s operating and support constraints.
👉 Read our full editorial: Continuous software security obligations are replacing best-effort AppSec