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What is ZizkaDB?

ZizkaDB by Zizka AI is an operational database and intelligence layer built for teams running AI agents in production. The platform helps teams understand why an agent did what it did by capturing agent decisions, causal lineage, replayable sessions, behavioral baselines, and drift alerts. ZizkaDB is designed for situations where production agents change behavior after prompt tweaks, skip tool policies, answer the same question differently, or produce failures that ordinary logs cannot explain. With ZizkaDB, teams can replay a full session, inspect the decision trail, identify the exact source of behavior change, and confirm when a baseline has been restored. The platform supports event logging from Python, TypeScript, MCP, and REST, with one API key per agent and no heavy infrastructure project required. Teams can run ZizkaDB as an open source AGPL stack with Docker Compose or use the managed cloud version. The self-hosted version includes Activity, Behavior, Reports, and Suggestions, while managed cloud adds Fleet ranking across agents and projects. ZizkaDB also supports semantic search on history, time travel, cross-agent fleet queries, and checksum-backed events for tamper-evident decision history. Enterprise options include single-tenant VPC deployment, up to 50 agents, a Fleet dashboard, integration workshops, and dedicated support. The platform positions itself between traces, memory systems, and vector databases by focusing specifically on agent decisions, lineage, behavioral drift, and operational debugging. By combining production replay, causal lineage, drift alerts, behavioral reporting, self-hosting, managed cloud, SDKs, MCP support, and enterprise deployment, ZizkaDB helps AI teams stop debugging agents in the dark.

What is Fig?

Fig bolsters the resilience of Security Operations for modern SOC teams, enabling them to navigate transitions without falling prey to disruptions. While transformations can threaten a SOC’s operational integrity, they can also become a powerful asset; Fig guarantees that both detection and response systems remain functional even amidst changes and intentional adjustments. Drift, which occurs when unintended modifications from upstream sources interfere with detection processes and automations, can leave teams without alerts or direction, leading to prolonged and challenging efforts to diagnose and fix issues. Furthermore, planned updates, such as improvements in SecOps and infrastructure projects, often advance at a deliberate pace to mitigate risks to production systems. To tackle these obstacles, Fig provides teams with tools to detect drift, allowing them to identify when a detection or response fails, while also offering drift repair capabilities that reveal the root cause, suggest solutions, run tests, and enable deployment after receiving approval. Additionally, change modeling features permit teams to simulate proposed changes and assess their prospective impacts before they are executed in a live environment. This all-encompassing strategy guarantees that SOC teams can adeptly manage the intricacies of change, enhancing both their confidence and operational efficiency in the face of evolving challenges. Ultimately, Fig empowers SOC teams not only to respond to change but to leverage it as an opportunity for growth and improvement.

Media

Media

Integrations Supported

CrewAI
Docker MCP Gateway
LangChain

Integrations Supported

Amazon S3
CrowdStrike Falcon
Databricks
Elasticsearch

API Availability

API Availability

Pricing Information

Free
Open Source
Free Version

Pricing Information

Pricing not provided

Supported Platforms

SaaS
Windows
Mac
Linux

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Online Training

Training Options

Documentation Hub
Online Training

Company Facts

Organization Name

Zizka AI SL

Date Founded

2026

Company Location

Spain

Company Website

zizka.ai

Company Facts

Organization Name

Fig

Date Founded

2025

Company Location

United States

Company Website

www.fig.security/

Categories and Features

Database

Backup and Recovery
Creation / Development
Data Replication
Data Search
Data Security
Database Conversion
Monitoring
Performance Analysis
Queries
Relational Interface
Virtualization

Categories and Features

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