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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 BotGauge?

BotGauge helps teams red-team, evaluate, monitor, and govern AI agents throughout the development lifecycle and in production. AI agents can call tools, access sensitive data, and make autonomous decisions, creating failure modes that traditional testing is not designed to catch. Prompt injection hidden in a document, a tool call pushed beyond its intended scope, or a multi-step interaction steered toward an unauthorized outcome can remain invisible when testing is limited to a handful of predefined prompts. BotGauge runs adaptive red-team campaigns against live agents to uncover these risks in realistic scenarios, including prompt injection, unauthorized tool calls, data leakage through connected systems, and guardrail bypasses. Every discovered failure becomes a durable evaluation and is added to the agent's regression suite, helping ensure the same vulnerability does not silently return after a prompt, model, or tool change. After deployment, continuous monitoring tracks agent behavior for drift, recurring failures, and emerging risk patterns as models, prompts, and tools evolve. Governance turns technical findings into clear, evidence-based guardrails and actionable insights for engineering, security, and compliance teams, grounded in real agent behavior and successful attacks rather than generic policy templates. BotGauge works with the frameworks teams already use, including LangGraph, CrewAI, AutoGen, and the OpenAI Agents SDK, as well as MCP-connected agents. It is vendor-neutral and framework-agnostic, designed to integrate with your existing stack rather than lock you into a single ecosystem. Built for AI and ML engineering teams running agents in production, BotGauge provides continuous red-teaming, durable evaluations, monitoring, and governance, not a one-time security review.

Media

Media

Integrations Supported

CrewAI
Docker MCP Gateway
LangChain

Integrations Supported

GitLab
Jenkins
Jira
Linear

API Availability

API Availability

Pricing Information

Free
Open Source
Free Version

Pricing Information

$3000
Free Trial Offered?

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

Company Facts

Organization Name

Zizka AI SL

Date Founded

2026

Company Location

Spain

Company Website

zizka.ai

Company Facts

Organization Name

BotGauge

Date Founded

2024

Company Location

United States

Company Website

botgauge.com

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

AI Copilots

Not specified

Automated Testing

Not specified

QA Testing

Not specified

Test Management

Automation Integration
Pass/Fail Results Tabulation
Reporting / Analytics
Requirements Management
Test Tracking

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