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Scaling Modern AppSec: Moving from Static Profiles to AI-Powered Scan Optimization

ID: d16c521b-de72-527e-aa5c-4adb8a1e8cd7

STIX ID: report--d16c521b-de72-527e-aa5c-4adb8a1e8cd7

Feed Name: Qualys Blog

Date Published: 2026-04-09

Date Updated: 2026-04-28

Author: Shravan Dandage

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### Executive Summary This whitepaper explains Qualys TotalAppSec’s AI-powered scan optimization approach to help AppSec and DevSecOps teams scale scanning across large, dynamic application and API estates: dynamically profile applications to generate tailored detection plans, run periodic full scans plus high-frequency optimized scans, integrate scanning into CI/CD pipelines, continuously discover shadow APIs, and automate remediation workflows to reduce scan time, cost, and manual tuning.

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