Features
Everything you need to govern AI agents
Aberon is built around three pillars: visibility, control, and compliance. Every feature below is real, tested, and available in the free tier.
Pillar 1
See everything
“Finally I can see what's happening.” — Full trace tree across multi-agent pipelines. Real-time SSE. Waterfall timeline.
Scenario
Multi-agent pipeline visibility
Problem
Orchestrator calls Research Agent and Summarizer. Each works independently. Where's the bottleneck? How much does each step cost?
Solution
Aberon links all spans via parent_trace_id.
One page shows the entire chain: orchestrator → research → summarizer,
with cost, latency, and token count per span.
- ✓ Waterfall timeline across agents
- ✓ Click any span for full details
- ✓ Bottleneck identification
Scenario
Live agent monitoring
Problem
At 3 AM one of 5 agents starts returning errors. By morning, 200+ tickets have no response.
Solution
Real-time SSE dashboard. Quick filters for errors, slow traces, expensive runs. Drill down to the exact span and error message. Problems visible in seconds, not hours.
- ✓ Real-time SSE streaming
- ✓ Quick filters: Errors, Slow, Expensive
- ✓ Drill-down to exact error span
Scenario
5-minute integration
Problem
Your team already built an agent on LangChain. Adding observability means rewriting code, configuring Datadog, setting up dashboards…
Solution
3 lines of Python. No code changes to your agent. Cost, latency, errors visible in seconds.
- ✓ Works with LangChain, CrewAI, AutoGen, LlamaIndex, custom
- ✓ Cost, latency, errors — visible immediately
- ✓ Zero changes to your existing agent code
Pillar 2
Stop anything
“My agents can't do anything dangerous.” — PII masking, tool restrictions, cost limits, human approval.
Scenario
Block dangerous tool calls
Problem
Support agent has access to search_kb,
create_ticket,
send_email,
execute_sql.
The last two are dangerous — the agent could hallucinate and send an email
or run SQL against production.
Solution
One policy: block execute_sql and
send_email.
Agent cannot call them. Every attempt is logged in audit trail.
Setup takes 2 minutes, no code changes.
Scenario
Cost control with human approval
Problem
Data Analysis Agent processes large datasets through GPT-4. Normal request costs $0.50. But sometimes the agent enters a loop and racks up hundreds of dollars.
Solution
Cost limit policy: if trace exceeds $50, agent pauses and requires human approval. Analyst sees full context, approves or rejects. Every decision recorded in audit trail.
Scenario
Automatic PII masking in traces
Problem
HR Agent works with salaries, SSNs, bank accounts. Compliance requires: PII must not be stored in logs or observability tools.
Solution
PII detection policy with Presidio. Automatically detects and masks PERSON, PHONE, CREDIT_CARD, SSN, IBAN in all traces. Raw data never reaches storage.
- ✓ GDPR/HIPAA compliance out of the box
- ✓ PII detected automatically (Presidio)
- ✓ Raw data never stored
Pillar 3
Prove everything
“The auditor will love this.” — Immutable audit trail with hash chain. Tamper-evident. Regulator-ready.
Scenario
Immutable audit trail for regulators
Problem
A bank uses AI for credit decisions. The regulator asks: which decisions did AI make, who approved them, and prove the logs haven't been modified.
Solution
Every audit entry includes a SHA-256 hash of itself plus the previous entry's hash. Modify any record and all subsequent hashes break. One-click verification.
- ✓ Hash chain — tamper-evident
- ✓ Verify Integrity — one click
- ✓ Export JSON for external audit
Scenario
Multi-agent visibility with data isolation
Problem
An orchestrator coordinates 3 agents: Research, Writing, Review. The orchestrator sees full context (including PII), but child agents must not have access to each other's data.
Solution
Each agent gets its own capture_mode:
orchestrator records everything, child agents record redacted or metadata-only.
PII is masked at the agent level. The auditor sees data is protected
without accessing the details.
- ✓ Full pipeline visibility with data isolation
- ✓ PII stays in orchestrator — child agents see masks
- ✓ Auditor verifies compliance without seeing raw data
Dashboard
Everything in one place
Agent count, total cost, error rate, policy blocks, pending approvals — one glance tells you the full picture.
See your first trace in 5 minutes.
Download the free tier. No credit card, no sales call, no time limit. All features above are included.