App dev auth gaps cause breaches — automated CI/CD auth-checks + remediation (50-100 chars)

App dev auth gaps cause breaches — automated CI/CD auth-checks + remediation (50-100 chars) targets a $9.6B = 320,000 development orgs x $30K ACV total addressable market with medium saturation and a year-over-year growth rate of 16% CAGR (application security & DevSecOps convergence).

Key trends driving demand: Shift-left security -- teams push security earlier in the SDLC, creating demand for automated CI/CD checks.; Kubernetes+multicloud adoption -- more complex networking and CNI configs raise misconfiguration risk that tooling must cover.; LLM code comprehension -- models can infer intent and missing auth logic from code/config, enabling higher-fidelity detection.; Supply-chain scrutiny -- SBOM and provenance requirements increase appetite for automated manifest auditing..