Vulnerability Management

8

Critical

CVSS 9.0-10.0

23

High

CVSS 7.0-8.9

45

Medium

CVSS 4.0-6.9

67

Low

CVSS 0.1-3.9

Mean Age

32 days

-5 days vs last month

MTTR

14.5 days

-18% improved

Open Vulnerabilities by CVSS Score and Age

CVE ID0	Description0	Type	Affected System0	CVSS0	Age (days)0	Status	Assigned0
CVE-2024-1001	Critical RCE in TensorFlow model serving	Remote Code Execution	tensorflow-serving-api	9.8	5	Open	Security Team
CVE-2024-1002	Model extraction vulnerability in API endpoint	Information Disclosure	ml-api-gateway	7.5	12	In Progress	John Doe
CVE-2024-1003	Adversarial input validation bypass	Input Validation	image-classifier-v2	8.2	8	Open	Unassigned
CVE-2024-1004	Differential privacy implementation flaw	Privacy	privacy-preserving-ml	5.3	25	Risk Accepted	N/A
CVE-2024-1005	Insecure model deserialization	Deserialization	model-registry	9.1	2	In Progress	Mary Smith

Remediation Timeline Compliance

Within SLA

Overdue

On Track

42

At Risk

15

Overdue

8 Vulnerability Discovery Source Analysis

Automated Scan

Pen Testing

Bug Bounty

Internal Review

External Report

Automated Scanning

45 vulns

85% effective

Penetration Testing

32 vulns

92% effective

Bug Bounty Program

28 vulns

78% effective

Internal Review

19 vulns

65% effective

External Reports

8 vulns

95% effective

Risk Acceptance & Exceptions

CVE-2024-1004

Expires: Jan 11, 2026

30d

Reason: Compensating controls in place Approved by: CISO

CVE-2024-0998

Expires: Dec 27, 2025

15d

Reason: System scheduled for decommission Approved by: Risk Committee

CVE-2024-0876

Expires: Jan 26, 2026

45d

Reason: Low exploitability in isolated environment Approved by: Security Lead

Patch Deployment Success Rates

Patch ID0	Description0	Released0	Systems0	Patched0	Success Rate	Status
PATCH-2024-001	TensorFlow security update	2025-12-09	25	23	92%	Completed
PATCH-2024-002	PyTorch vulnerability fix	2025-12-05	18	15	83%	In Progress
PATCH-2024-003	API Gateway security patch	2025-12-11	12	3	25%	Failed

Zero-Day Vulnerability Exposure Timeline

ModelServe-0Day

Zero-day in model serving framework

Exposure: 3 days | Status: Mitigating

Dec 09

LLMPrompt-Inject

Novel prompt injection technique

Exposure: 8 days | Status: Patched

Dec 04

DataPipe-Poison

Data pipeline poisoning vulnerability

Exposure: 1 days | Status: Investigating

Dec 11

AI-Specific Vulnerability Categories

Vulnerabilities

Adversarial Attacks

23 vulnerabilities | 15% trend

Data Poisoning

18 vulnerabilities | -5% trend

Model Extraction

12 vulnerabilities | 8% trend

Privacy Inference

9 vulnerabilities | -2% trend

Vulnerability Trend Analysis (90 Days)

Open Vulnerabilities

New Discoveries

Remediated

New Vulnerabilities/Week

12.5

Remediated/Week

15.2

Net Change

-2.7

Projected Clear Date

The AI Imperative