Enterprise

Operational control for multi-agent fleets in your cloud

What ZizkaDB is

Operational database for AI agents

ZizkaDB stores agent decisions, tool calls, and outcomes with causal links. It is not a vector index for RAG documents and not distributed traces. Most teams use all three alongside each other.

Layer	Role	Examples
Vector DB	RAG / knowledge retrieval	Pinecone, Qdrant
App DB	Transactional app state	Postgres, Redis
Agent ops	Decision history, lineage, drift	ZizkaDB
Traces	Spans, framework hooks	LangSmith, OTel

Works with any LLM framework. No framework lock-in. Instrument with Python, TypeScript, MCP, or REST. Open core engine on GitHub (AGPL) runs the same code on self-host, managed cloud, and Enterprise VPC.

Multi-agent fleets

One ZizkaDB instance. Many agents. Full visibility.

Each agent logs under a distinct name. Tenant-wide API keys support SaaS patterns with thousands of logical agents.

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Fleet observability

See all agents, last seen, and session volume in one place. Included in your Enterprise VPC deployment.

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Behavioral drift

Compare recent sessions to each agent's baseline. Verdicts from Stable to Significant. Operational behavior change, not hallucination detection.

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Causal tracing

Walk decision chains with why() and replay sessions when something breaks in production.

Drift means operational behavior change, for example tool errors up 12 percentage points. It is not hallucination detection or truth verification.

Capabilities

Open core today. Enterprise VPC adds fleet operations.

The same ZizkaDB engine runs on GitHub (AGPL), managed cloud, and Enterprise VPC. Enterprise adds commercial license, fleet UI, audit export, and supported install.

Capability	API / detail	Open core	Enterprise VPC
Event logging	POST /v1/events	✓	✓
Causal chain (why)	GET /v1/events/{id}/why	✓	✓
State at time T	GET /v1/events/at	✓	✓
Semantic search	POST /v1/search	✓	✓
Behavioral baseline	GET /v1/agents/{id}/baseline	✓	✓
GDPR erasure	DELETE /v1/memory/forget	✓	✓
Fleet dashboard	Enterprise UI	-	✓
Fleet ranking	Enterprise UI	-	✓
Audit export	CSV / JSON + checksums	-	✓
Commercial license	Named org + expiry	-	✓
Supported install	Zizka + your team	-	✓

Why enterprises choose ZizkaDB

Private deployment. Operational control.

Built for teams that cannot send agent logs to a shared cloud and need a complete operational record for every agent decision.

What you get	Why it matters
Deployment	Your VPC, your region, your infrastructure
Data residency	All agent data stays inside your private network
Behavioral drift	Per-agent baseline with fleet-wide ranking
Audit trail	On-demand export with per-event checksums
Commercial license	Named org, defined expiry, no AGPL obligations
Integration support	Install workshop with your dev team
Framework agnostic	Python, TypeScript, MCP, REST. No framework lock-in.
Open core engine	Same engine on GitHub, cloud, and Enterprise VPC

Security and trust

Built for production environments.

Single-tenant deployment with no shared infrastructure. Your data never leaves your network.

Security feature	Detail
Network isolation	Agents reach ZizkaDB via same VPC, VPC peering, or PrivateLink
TLS in transit	All API and dashboard traffic over HTTPS
Tenant isolation	Single-tenant stack, no shared database with other customers
GDPR erasure	forget() deletes events by metadata filter on request
Event checksums	Per-event SHA-256 for audit integrity
Access revocation	Zizka access removed at handoff on Day 28
Secrets management	License key and API keys stored in your secrets manager
Backup and restore	Postgres dump scripts included in integration kit