Report by Contrast Security

AppSec Overflow 2026

11 FINDINGSPublished Aug 27, 2026
View Original Report →

Key Findings

A single AI scanner reproduces only 17% of its own findings when run three times against the same code.

Contrast SecurityAppSec Overflow 2026·1mo ago
AI SecurityStatic AnalysisTool ReliabilityAI Scanner

The average application carries 106 vulnerability findings, including 22 rated High or Critical.

Contrast SecurityAppSec Overflow 2026·1mo ago
Vulnerability ManagementApplication SecurityRisk Management

54% of CVE instances observed in third-party production code come from CVEs published more than a year ago.

Contrast SecurityAppSec Overflow 2026·1mo ago
Third-Party RiskVulnerability ManagementSoftware Supply ChainCVEs

Scanning a 2 million-line codebase consumes roughly $315 in tokens while triaging the resulting findings costs approximately $128,000.

Contrast SecurityAppSec Overflow 2026·1mo ago
Software DevelopmentAI CostsVulnerability Triage

More than 60% of applications see fewer than 3,000 attacks per month.

Contrast SecurityAppSec Overflow 2026·1mo ago
Application SecurityAttack Surface

An average of 42 monthly attacks per application are viable, meaning exploitation attempts reach and trigger real vulnerable code.

Contrast SecurityAppSec Overflow 2026·1mo ago
Application SecurityExploitation

SQL injection appears in the top five viable attack techniques for every industry vertical analyzed.

Contrast SecurityAppSec Overflow 2026·1mo ago
SQL InjectionApplication SecurityWeb Vulnerabilities

More than a quarter of applications absorb upward of 30,000 attacks per month.

Contrast SecurityAppSec Overflow 2026·1mo ago
Application SecurityAttack Surface

Three AI scanners analyzing the same codebase agree on only 5% of findings.

Contrast SecurityAppSec Overflow 2026·1mo ago
AI SecurityStatic AnalysisApplication SecurityAI Scanner

Critical vulnerabilities in custom code take an average of 92 days to remediate.

Contrast SecurityAppSec Overflow 2026·1mo ago
Vulnerability RemediationApplication Security

Attackers touch the average application 11,382 times per month, roughly once every four minutes.

Contrast SecurityAppSec Overflow 2026·1mo ago
Application Security