Fintech SaaS Company Flags 81% of Snyk Findings as False Positives

This fintech SaaS company had grown rapidly to over 2,000 employees, processing sensitive financial data under strict SOC 2 and PCI DSS compliance requirements. They had invested in Snyk for both software composition analysis (SCA) and static application security testing (SAST), but the volume of findings was quickly overwhelming their development teams.

Developers had to leave their IDE, log into Snyk, and manually review each finding with limited context. Critical vulnerabilities were buried in noise, developer productivity was dropping, and the compliance team was struggling to maintain the audit trails required for their regulatory obligations.

The result was a dangerous cycle: developers began ignoring Snyk alerts entirely, while the security team couldn't keep up with the volume of findings requiring manual investigation. Compliance audits were becoming increasingly painful, with the team spending days preparing evidence for each review.

The company had three clear objectives: dramatically reduce false positives, give developers actionable context that would help them understand and fix real vulnerabilities, and maintain a complete compliance audit trail for SOC 2 and PCI DSS.

Konvu deployed AI agents that integrated directly with the company's existing Snyk and GitHub workflows. No new dashboards, no disruption to existing processes. The agents analyzed both SCA and SAST findings for exploitability in the context of the company's actual codebase and runtime environment.

The key differentiator was the depth of exploitability analysis. Rather than simply providing a score, Konvu's AI agents produced detailed explanations of why a vulnerability was or wasn't exploitable. This not only saved time but served as an educational tool, helping developers build security intuition with every finding they reviewed.

Results were pushed directly back into Snyk and GitHub pull requests, while the compliance team received automatic audit trails with evidence-backed justifications for every triage decision, dramatically simplifying SOC 2 and PCI DSS audit preparation.