Alert AI – Gen AI security platform and services
INTEROPERABLE, END-TO-END, EASY TO DEPLOY AND MANAGE
ALERT AI | SECURITY PLATFORM FOR GEN AI APPLICATIONS AND WORKFLOWS
MADE FOR ENTERPRISE
Security platform for Generative AI applications
Alert AI platform Services
- AI Visibility and AI Asset Access Usage Analytics
- Tracking and Lineage Analysis
- Adversarial ML Detections in AI Footprint
- Alert Engine Data leakage AI Incidents
- LLM & Model Vulnerability Management
- Pipeline, Data leakage, Integrity, Model Risk analysis
- Privacy, Sensitive Information Filter
- Security posture, Recommendations
- AI Incident Response SIEM
AI VISIBILITY ACROSS ENVIRONMENT
Discovery, Tracking Analytics, Lineage Analysis
See through that smoke screen that obscures Model, Data movements.
To Counter the challenges:
360 view
-
North-South
- Command and control
- Exfiltration
- Infiltration
-
East-West
- Reconnaissance
- Lateral movement
UNCOVER BLIND SPOTS ASSETS, ACCESS, USAGE
A whole new breed of attacks on Generative AI that are coming.
The stakes are far higher.
Models and Pipelines not just a haven for attack activity but the actual means of an attack..
From Asset Discovery , Catalog to Evaluation Reports and Trained data
- Discovery
- Tracking
- Lineage
Identify
- Rogue pipelines
- Rogue models
can perpetuate fraud or Transferred, Manipulated , Diverted, processes subverted Training, Inference activities.
Tracking Analysis and Lineage Analytics
- AI Resources
- Pipeline Operations
- Models, Model Versions
- Experiments, Jobs, Runs
- Reports & Alerts
Catalog, Data sources, data types, versions, classification, sinks, pipelines, models, evaluations, cluster, compute, subnet, infrastructure, staging, development, production environments.
Security posture
- AI Asset Access and Usage Anlaytics & Alerts
- Associated Risks, Recommendations
- Models, Pipelines, Datasets discovery and staging Alerts
- Environments and Versions
- Evaluation and Behavior Analytics Alerts
- Severity, Explainability, Compliance scores Alerts
- Recommendations
- Reviews and Issue tracking
ADVERSARIAL THREAT DETECTION & RISK ANALYSIS
The State of Risk Management
Collect key insights across all AI artifacts across All Environments
Risk Analytics, including:
The top risks,
- Log anomalies
- Metric anomalies
- Model & LLM vulnerabilities
- Health status of pipelines
- Data quality issues
- and Percent changes.
By Daily, Weekly, Monthly by Environment.
Assign, Review Issues by keywords, filters, query, export
Best practices to improve overall Posture and Organizational AI resiliency.
Use tools like ALERT AI can help the Security Posture automation.
Generative AI & AI Alerts include
Model behavior Analytics
AI footprint Forensics
Data Leakage Alerts, LLM pipeline Alerts, Model & LLM Alerts, Evaluation alerts,
Inference Alerts, Compute Alerts, Sensitive content Alerts, PII & PHI, Privacy and Trust Alerts.
Vulnerabilities scan alerts, Adversarial ML & Adversarial LLM Alerts MITRE ATLAS Threat Mapping , OWASP LLM Risks Alerts.
SENSITIVE CONTENT FILTERS
Using Domain specific LLM security, Domain specific guardrails using End-to-End, Interoperable Generative AI security solutions like ALERT AI.
- Suppression list entries
- Removal requests
- Redaction and Obfuscation
MODEL & LLM VULNERABILITIES SCAN AUTOMATION|
AI Privacy Risks
Data Manipulation and Poisoning Risks
Disinformation Attacks
Misuse of AI tech to spread disinformation among the public
- Model Vulnerabilities
- LLM Vulnerabilities
- Model and LLM Risks
- Privacy, Trust, Security
Class of Vulnerabilities Categories include:
Prompt Injection
Perturbations
Misinformation
Content Generation
Output Formatting
Information Disclosure
Stereotypes
Discrimination
Domain-specific detections
In Business use case and workflows are
Sensitive information detection Models
Data Privacy Violations detection Models
Copyright and Legal exposures detection Models
GOVERNANCE, COMPLIANCE, EXPLAINABILITY
Governance
Compliance scores
Explainability scores
Risk scores
Forensic Analytics data and charts, visualizations
Model, Pipeline, Alerts
Model Versions vs Associated Risks
Model Versions vs Activity Log
Pipeline vs Training time Alerts
Model vs Training time, Inference time Alerts
Model Versions vs Evaluation Alerts
Model Versions vs Behavior Analytics
Alert distribution chart by category etc
MODEL BEHAVIOR ANALYTICS
Build Security muscle – fortify prevention for security
and protection for ensure integrity.
Generative AI Model Behavior Analytics
Alert types
Including Drift, Outliers, Errors, and Latency, help in monitoring the behavior of ML & GenAI models.
Sensitivity and Specificity
Setting thresholds for Alerts requires a balance between sensitivity and specificity.
Clear procedures for alert response and escalation ensure efficient issue resolution.
Alert data
Continuously gain valuable insights for model performance improvement and any malicious activity.
INTEGRATIONS FOR ALL GENERATIVE AI PLATFORMS
ALERT AI GEN AI SECURITY PLATFORM SERVICES
Alert AI Gen AI security Services Summary:
Alert AI services – System block diagram
Alert AI system diagram (video part1 and 2)
Adversarial LLM & Model Attack scenarios (part 3 and 4)
Enterprises face 3 main challenges in Generative AI – Scalability, Availability and Security.
Top Generative AI platforms offer services to ease the Scalability and Availability. Alert AI addresses concern of Security.
Despite the Security challenges, the promise of Generative AI applications and large language models is enormous.
We are committed to enabling industries and enterprises to reap the benefits of Generative AI applications.
