When agents hit production, risk and compliance land on your desk — not the model vendor’s. Aberon keeps governance on your infrastructure.
Self-Hosted Control Plane for Production AI Agents
Full visibility. Real-time policy enforcement. Tamper-evident audit trails — all air-gapped on your infrastructure.
Govern custom Python agents safely in production — the SDK wraps your existing code.
See every trace, stop risky actions before they execute, and prove compliance — without sending any data outside your network.
No credit card · No trial expiry · Includes
docker compose up -d
Why Enterprises Choose Aberon for On-Prem AI Governance
- ✓ On-prem AI audit trail — complete history with SHA-256 tamper-evident chain
- ✓ AI agent policy enforcement — pre-action rules without changing your agent code
- ✓ AI agent traceability — real-time trace trees for multi-agent pipelines
- ✓ Built for air-gapped and regulated environments
Why Aberon
AI agent traceability, policy enforcement & on-prem audit
Governance without code changes. Python SDK; works with your own code and common stacks where you already integrate.
Full visibility
AI agent traceability: see what your agents actually do
Real-time trace tree across multi-agent pipelines. Every LLM call, tool use, and handoff — cost, latency, and tokens per span. Waterfall timeline surfaces bottlenecks in seconds.
Trace a 5-agent pipeline from input to output on one screen.
See how it works →Zero trust runtime
AI agent policy enforcement: stop problems before they happen
Pre-action policy enforcement. PII redacted by Presidio before storage. Dangerous tools blocked in real time. Cost ceilings with human-in-the-loop gates — zero changes to your agent code.
execute_sql blocked; over $50 → paused for approval.
Audit-ready
On-prem AI audit trail: prove everything to anyone
Every action in a tamper-evident SHA-256 hash chain. Who did what, when, who approved — plus one-click export for compliance reviews. Immutable: admins can’t rewrite history.
Verify the full chain in one click. Export JSON for any framework.
Learn about audit →Get started
First trace in 5 minutes
No cloud accounts required for the product, no vendor lock-in. Download, deploy, connect your agent — three lines of Python.
Step 1 — Install
One archive, one command
Step 2 — Connect your agent
3 lines of Python
Step 3 — See everything
Traces, cost, errors — immediately
Open the dashboard. Your agents, traces, cost breakdown, and error rates are already there. Real-time SSE streaming. Quick filters for errors, slow traces, and expensive runs.
Works with LangChain, AutoGen, LlamaIndex, or any custom Python agent.
Real-world scenarios
Problems you recognize. Solutions that work.
Every scenario below is based on real Aberon capabilities, tested with production workloads.
Visibility
Multi-agent pipeline visibility & troubleshooting
Your orchestrator calls 3 agents. One fails silently. By morning, 200+ tickets have no response. With Aberon: real-time SSE dashboard, drill-down to the exact span and error. Problems visible in seconds, not hours.
- Waterfall timeline across agents
- Quick filters: Errors, Slow, Expensive
- Cost and latency per span
Control
Real-time AI agent policy enforcement
Support agent hallucinated and attempted
execute_sql against your database.
With Aberon: blocked in real-time. Cost exceeded $50? Paused for human
approval. No code changes to your agent.
- Tool restriction policies
- Cost limits with human approval
- PII auto-masking (Presidio)
Compliance
AI agent audit-ready compliance
Bank uses AI for credit scoring. Regulator wants proof: what did AI decide, who approved, and are the logs authentic? With Aberon: SHA-256 hash chain, one-click verification, export-ready reports.
- Tamper-evident hash chain
- Approval records with timestamps
- Verify Integrity — one click
Industry fit
Built for teams who can’t afford to get it wrong
No certificates claimed — just controls that map to how regulators and security teams actually ask questions.
| Industry | Pain | How Aberon helps |
|---|---|---|
| Financial services | “Prove how AI reached that decision.” | Immutable audit trail with approvals — every step traceable. |
| Healthcare | “Patient data touched by AI — where does it go?” | PII redacted before storage (Presidio). Data stays in your network. |
| Government & defense | “Must run air-gapped — no cloud dependencies.” | Full air-gap deployment, offline license, zero external calls. |
| Any enterprise | “Many agents in production, no single view.” | One dashboard: cost, errors, latency — real time. |
Pricing
Start free. Scale when ready.
Start free — no credit card. Optional 30-day Team trial or $1,490/yr license. Your data stays yours.
Free
$0
forever
- Full trace tree & waterfall
- Real-time SSE updates
- PII detection & masking
- Cost limits & tool restrictions
- Human approval workflows
- Audit trail (SHA-256 hash chain)
- Python SDK
3 agents · 5 users · 500 traces/day
Download →Team
Popular$1,490/yr
Flat rate · Yearly license key
- Everything in Free
- 20 agents, 20 users, 10K traces/day
- 90-day retention
- Email support
Enterprise
Custom
Contact sales
- Everything in Team
- Unlimited agents, users, traces
- 365-day retention
- Dedicated support + SLA
- Custom terms
Roadmap — Coming soon: SSO/SCIM, SIEM export, advanced analytics
Security
On-prem AI security: your data, your infrastructure
Self-hosted, air-gapped capable, offline license verification. No vendor access to your deployment.
- ✓ Air-gapped — zero external calls
- ✓ Raw PII not stored — Presidio redaction first
- ✓ Tamper-evident audit — SHA-256 chain
- ✓ Role-based access — admin, owner, auditor, viewer
- ✓ Offline license — no phone-home
- ✓ Open stack — Python agent frameworks
Air-gap compatible
Zero outbound network connections. Designed for classified environments, banking infrastructure, and healthcare networks.
Offline license verification
License keys are cryptographically signed files verified locally. No license server. No internet required after deployment.
Your data, your servers
All traces, audit logs, and agent data stay within your infrastructure. We have no access to your deployment whatsoever.
Deploy anywhere
On-prem, private cloud, VPC, bare metal — anywhere Docker runs.
Single docker compose up.
FAQ
Self-hosted AI agent control plane — common questions
Straight answers on on-prem AI governance, air-gapped deployment, and audit trails.
What is a self-hosted AI agent control plane?
It is software you run on your own infrastructure that observes, governs, and audits AI agents: traces, policies, approvals, and tamper-evident logs stay inside your network — not in a vendor cloud.
How does on-prem AI governance work with Aberon?
Aberon ingests traces and enforces rules before risky actions execute: tool blocks, cost limits, PII redaction (Presidio), and human-in-the-loop approvals — without rewriting your Python agent code.
Can I run Aberon with air-gapped AI agents?
Yes. Aberon is built for air-gapped and regulated environments: no phone-home, offline license verification, and zero requirement to send agent data externally.
Does Aberon support production AI agents at scale?
Yes. You get real-time trace trees for multi-agent pipelines, cost and latency per span, and dashboards designed for teams running agents in production, not just prototypes.
What makes the AI agent audit trail regulator-ready?
Audit events are chained with SHA-256: each entry hashes the previous one, so tampering breaks the chain. You can verify integrity in one click and export JSON for compliance reviews.
Which stacks work with Aberon?
Any Python-based agent — wrap your code with a small SDK. Works alongside common stacks (e.g. LangChain, AutoGen, LlamaIndex) or fully custom code.
How fast can we deploy?
Most teams see the first trace within minutes: download the archive, run Docker Compose, add a few lines of Python to your agent, and open the dashboard.
Deploy your self-hosted AI agent control plane in 5 minutes
Free forever tier — no credit card. Compare plans when your team is ready.