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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 Demiton?

Demiton protects the margin on construction jobs. Contractors lose money to the same five problems on every project: rework, missed claims, disputes, cost drift and lapsed compliance. Demiton connects to the systems you already use (ERP, field apps, payroll and documents), joins them into one record of every job, operator and plant item, and watches that record every day. It raises the alert while there is still time to act: the claim notice before the contractual window closes, the missing site diary the same evening, the cost overrun at $50K instead of at the final account, and the insurance renewal 90 days out. Your team can also ask questions about any job in plain language from Claude or ChatGPT. Built in Australia for civil construction, hosted in Australia, with a free plan for one job under AU$2M and a flat annual Baseline plan for contractors with up to AU$100M of work under watch.

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Integrations Supported

CrewAI
Docker MCP Gateway
LangChain

Integrations Supported

Assignar
ChatGPT
Claude
Employment Hero
Microsoft Dynamics 365
Microsoft Dynamics 365 Business Central
Microsoft Entra ID

API Availability

API Availability

Has API

Pricing Information

Free
Open Source
Free Version

Pricing Information

AU$55,000/year
Free: one job worth under AU$2M under protection. No annual fee, no margin bonus, no credit card.

Baseline: AU$55,000 per year, flat up to AU$100M of contract value under watch (negotiated above). All five protections, every register, unlimited connected systems, a named contact, and setup plus a first-year study of what each problem has cost you. Fee reviewed against ABS CPI each anniversary.

Margin bonus (Baseline only): 25% of cash recovered on the first AU$1M recovered in a calendar year, 12.5% above that. Charged on cash recovered only; avoided cost is recorded and never billed. No per-seat, usage-meter or AI-credit charges.

Enterprise: priced on request for groups, proprietary ERPs and bespoke hosting.

Supply Nation Certified firms receive 50% off Baseline every year.
Free Version

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
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Zizka AI SL

Date Founded

2026

Company Location

Spain

Company Website

zizka.ai

Company Facts

Organization Name

Demiton

Date Founded

2025

Company Location

Australia

Company Website

demiton.io

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

GRC

Demiton integrates governance, risk management, and compliance directly into construction projects. It converts contract provisions, regulations, standards, and your specific commitments into monitored obligations, verifying them daily against your ERP, field operations, payroll, and documentation. Expiration dates for insurance, licenses, and certificates are tracked with countdowns at 90, 30, and 7 days, and any missing daily records are highlighted by the end of the day. Furthermore, every action taken is linked to an identifiable user along with the relevant source information.

Auditing
Environmental Compliance
Incident Management
Operational Risk Management
Policy Management

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