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Description

Timbal serves as a comprehensive AI ecosystem tailored for enterprises, functioning as a production AI platform that empowers teams to create, implement, and manage agents, workflows, user interfaces, and knowledge repositories based on their preferred models. Teams have the flexibility to articulate behaviors through code or utilize Studio, allowing them to operate on any chosen model and provider while delivering solutions across chat, email, voice, and product UI all from a unified runtime. By integrating the entire production stack, Timbal offers a typed Python framework, a visual builder in Studio, a runtime that efficiently manages agents and workflows, as well as governance and evaluation tools for a smooth enterprise deployment, along with seamless connections to existing systems. The agents within Timbal enable autonomous AI capabilities for practical applications, featuring reasoning, tools, and memory, whereas workflows construct reliable AI pipelines that can chain tasks, make logical decisions, retry unsuccessful actions, stream results, and ensure consistent outcomes. Additionally, the interfaces facilitate the deployment of tailored AI experiences across various platforms, from conversational chat to interactive dashboards and voice applications, while the knowledge bases help link and contextualize company information. This holistic approach allows organizations to innovate and adapt to their specific needs while leveraging advanced AI technologies.

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

Airtable Yes 
CrewAI No 
Docker MCP Gateway No 
Gmail Yes 
HubSpot CRM Yes 
LangChain No 
Model Context Protocol (MCP) Yes 
Notion Yes 
PostgreSQL Yes 
Salesforce Yes 
Slack Yes 
Stripe Yes 
Zendesk Yes 

Integrations

Airtable No 
CrewAI Yes 
Docker MCP Gateway Yes 
Gmail No 
HubSpot CRM No 
LangChain Yes 
Model Context Protocol (MCP) No 
Notion No 
PostgreSQL No 
Salesforce No 
Slack No 
Stripe No 
Zendesk No 

Pricing Details

€25 per month
Free Trial No 
Free Version Yes 

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) Yes 
In Person No 

Types of Training

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

Vendor Details

Company Name

Timbal

Founded

2024

Country

Spain

Website

timbal.ai/

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 

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