EventLab is an AI-powered synthetic data generator built as a native Splunk application. It enables SOC analysts, detection engineers, and Splunk administrators to produce realistic synthetic security events on demand — for testing detections, populating training environments, validating SPL queries, and running live demonstrations — without exposing real production data.
The built-in AI assistant accepts plain-English commands: generate a fixed batch, start a continuous real-time stream, simulate a MITRE ATT&CK technique, or schedule recurring jobs. Every generated batch is statistically validated against real production data, giving teams a measurable quality score that proves synthetic events match production patterns.
EventLab ships with prebuilt models for common log sources — Palo Alto firewall, Windows Security, DNS, web access, and Linux syslog — and can build new models directly from your Splunk indexes. The AI profiles real events, extracts field types and token patterns, and produces a generation-ready model in minutes.
Key capabilities:
- 22 AI-driven tools for generation, streaming, scenario simulation, quality assessment, and model authoring.
- 54 preconfigured MITRE ATT&CK techniques spanning all 14 tactics.
- Statistical quality scoring: Kolmogorov–Smirnov, chi-squared, and temporal cosine similarity tests.
- Real-time streaming with configurable EPS and rate patterns (flat, spike, ramp, burst).
- Scheduled generation via cron expressions for continuous data feeds.
- Multi-LLM provider support: Anthropic Claude, Azure OpenAI, AWS Bedrock, OpenAI-compatible endpoints, and Ollama for fully air-gapped deployments.
- Multi-tenancy with four RBAC roles, owner-scoped data isolation, and six granular capabilities.
- Full audit trail logged to KV Store and Splunk indexes.
Who it is for:
- SOC teams running detection engineering, content development, and analyst training.
- Splunk administrators needing realistic data for performance testing and demos.
- Security architects validating SIEM pipelines without exposing customer data.
- Educators and trainers building hands-on Splunk labs.
Categories
Security, Fraud & Compliance, Artificial Intelligence
Created By
SoftServe Inc., an official Splunk Partner
Resources
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