Tracecat

Splunk charges premium enterprise rates for automated security orchestration, tying playbook execution and incident triage to expensive ingestion licenses. Tracecat provides an open-source automation engine that teams self-host on their own infrastructure without per-seat or per-event billing. By combining a visual workflow canvas with conversational AI agents, it allows operators to triage alerts and coordinate incident response without paying enterprise software tolls.

Why Tracecat instead of Splunk

Splunk addresses security orchestration through Splunk SOAR, an enterprise tool built for security operations centers with substantial budgets. Tracecat focuses on the automation layer, using an internal Temporal engine to run durable workflows, triggers, and cases on private servers. It does not replicate Splunk's petabyte-scale data indexing or central log storage; instead, it replaces the proprietary automation engine that acts upon those events, letting teams route webhooks and process data streams directly.

For smaller organizations and non-technical coordinators, the cost difference is substantial. Running automated alert investigations in Splunk requires expensive licenses tied to event volume or user seats, penalizing teams that want to automate minor notifications. Tracecat eliminates subscription fees, allowing departments to expand workflows and add team members freely. The trade-off lies in infrastructure upkeep, as self-hosting requires maintaining a Docker environment, PostgreSQL storage, and workflow runtimes rather than relying on vendor-managed hosting.

What it does well

• Visual workflow builder: Non-technical operators assemble branching logic, loops, and actions through a drag-and-drop canvas without writing Python.
• Prompt-to-automation generation: Users describe operational tasks in plain language, allowing AI agents to construct complete workflows and select appropriate actions.
• Clear incident summaries: Converts complex JSON payloads and alert logs into clean markdown tables and plain summaries that anyone on the team can review.
• Pre-configured integrations: Connects out of the box to over one hundred common enterprise and communication tools using simple credential forms.
• Centralized case management: Provides a shared interface for tracking alert tickets, assigning incident tasks, and recording notes in one place.