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Description

Redpanda is a high-performance data streaming platform purpose-built for running AI agents securely across enterprise data ecosystems. Its Agentic Data Plane provides centralized access, governance, and observability for agents operating on real-time and historical data. Redpanda connects hundreds of data sources across on-prem, VPC, and cloud environments into a unified plane. A single SQL query layer allows agents to analyze data in motion and at rest without switching tools. Built-in identity, authorization, and policy controls govern every agent action before it happens. Every interaction is captured in immutable audit logs that can be replayed end to end. Redpanda integrates with open standards like Kafka, Iceberg, SQL, MCP, and A2A, avoiding lock-in. Designed for speed and safety, it enables enterprises to deploy AI agents with confidence. The result is a scalable, governed foundation for autonomous and multi-agent systems.

Description

ZizkaDB is an operational intelligence platform for AI agents that helps teams debug, monitor, and understand production behavior. The system is designed to go beyond basic logs by storing agent decisions, causal lineage, time-travel state, session replay, semantic history, and drift signals. ZizkaDB helps teams see why an agent made a decision, what changed after a prompt or deployment update, and where behavior diverged from an expected baseline. Developers can replay any session end to end, trace the decision chain, identify root causes, and roll back or fix regressions more quickly. The platform supports Python, TypeScript, MCP, REST API, Docker-based self-hosting, and managed cloud deployment. Its dashboards include Activity, Behavior, Reports, Suggestions, and Fleet features for managed cloud and enterprise users. Security and trust features include open source AGPL licensing, self-hosting, checksum-backed events, and single-tenant VPC deployment options. Pricing includes a free self-hosted plan, Pro and Team cloud plans, and enterprise licensing for private deployments. By combining replay, lineage, drift detection, behavioral baselines, cross-agent visibility, and flexible deployment, ZizkaDB helps teams fix agent behavior before production breaks.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Agent2Agent (A2A) Yes 
Amazon Redshift Yes 
Apache Flink Yes 
Apache Kafka Yes 
Databricks Yes 
Docker MCP Gateway No 
Elastic Cloud Yes 
GitHub Yes 
Google Cloud BigQuery Yes 
Google Cloud Platform Yes 
LangChain No 
Looker Yes 
Microsoft Azure Yes 
Model Context Protocol (MCP) Yes 
MongoDB Yes 
Oracle Cloud Infrastructure Yes 
PostgreSQL Yes 
RabbitMQ Yes 
Redpanda Yes 
Snowflake Yes 

Integrations

Agent2Agent (A2A) No 
Amazon Redshift No 
Apache Flink No 
Apache Kafka No 
Databricks No 
Docker MCP Gateway Yes 
Elastic Cloud No 
GitHub No 
Google Cloud BigQuery No 
Google Cloud Platform No 
LangChain Yes 
Looker No 
Microsoft Azure No 
Model Context Protocol (MCP) No 
MongoDB No 
Oracle Cloud Infrastructure No 
PostgreSQL No 
RabbitMQ No 
Redpanda No 
Snowflake No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

Free
Open Source
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Vendor Details

Company Name

Redpanda Data

Founded

2019

Country

United States

Website

www.redpanda.com/agentic-data-plane

Vendor Details

Company Name

Zizka AI SL

Founded

2026

Country

Spain

Website

zizka.ai

Product Features

Database

Backup and Recovery Yes 
Creation / Development Yes 
Data Migration No 
Data Replication Yes 
Data Search Yes 
Data Security Yes 
Database Conversion Yes 
Mobile Access No 
Monitoring Yes 
NOSQL No 
Performance Analysis Yes 
Queries Yes 
Relational Interface Yes 
Virtualization Yes 

Alternatives

Alternatives