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Beta: LLM Observability is now GA

For Security Teams

Security observability.
Not just passive logging.

Transform your existing OpenTelemetry telemetry pipeline into an active threat detection and forensic investigation layer with zero added agent overhead.

topology.aiaxoniq.net/security-teams/architecture-flow
OTLP 1.3 · ClickHouse 24.8
Real-Time Observability Fabric(Security Teams Deployment Profile)
In-Flight: 142,800 evt/sKernel Overhead: < 0.28%Latency: 4.2ms p99
1. Telemetry Sources100% OTel
Kubernetes & eBPF48 Nodes

Zero-overhead kernel probes for TCP, HTTP/2, and DNS latency without application restarts.

eBPF socket tracing · 0.2% CPU
Services & Envoy MeshOTLP/gRPC

Automatic span injection with W3C baggage propagation across polyglot microservice runtimes.

120+ active services · W3C TraceContext
LLM Agents & MCPGenAI OTel

Tracks token consumption, prompt drift, model invocation latency, and tool execution trees.

Claude Code / Cursor tool traces
2. Unified Engine CoreClickHouse 24.8
Columnar Storage Engine12.4x zstd

Single ClickHouse backend for logs, traces, metrics, and profiles with zero storage silos.

Compression: 12.4:1Rollups: Materialized Views
Trace-to-Log Correlator< 8ms P99

Indexes span IDs directly into log metadata, eliminating manual grep during production outages.

Join Latency: 4.8msIndex: MinMax Skipping
Statistical ML & AnomalyProphet + Z-Score

Continuous IQR & seasonal forecasting to alert on statistical anomalies before customers report errors.

Precision: 98.4%False Alarms: < 0.5%
3. Autonomous ActionClosed-Loop
Instant Incident RCARAG Runbooks

Correlates telemetry with git commit history and engineering runbooks to draft instant post-mortems.

Exact code commit pinpointed
Incident DispatcherMulti-Target

Routes rich incident cards with trace IDs, flamegraphs, and error frequencies directly into Slack and PagerDuty.

Slack, PagerDuty, OpsGenie, Webhook
Autonomous RemediationSealed Write

Human-confirmed operator actions: traffic shedding, canister isolation, and canary rollbacks.

Zero unsupervised production writes
Topology Inspector:ClickHouse 24.8 Columnar Storage Cluster
Click any node above to inspect pipeline telemetry specs
Architecture: Security Teams Production Topology
Zero Vendor Lock-In·Standard on all aiAxonIQ plans

Problem & Solution

The challenges every security teams faces

And how aiAxonIQ solves them with unified telemetry.

✕
The Problem

SIEM Gaps & Blind Lateral Movement

Traditional SIEM solutions ingest perimeter firewall and authentication logs but remain completely blind to distributed RPC calls, internal microservice queries, and data extraction patterns.

aiAxonIQ Solution

Full multi-signal correlation joining security audit events directly with end-to-end distributed trace spans, revealing anomalous internal database queries and unauthorized lateral traversal.

Explore Security
✕
The Problem

Exhausting Audit Preparation

Preparing evidence for SOC 2 Type II, ISO 27001, and HIPAA compliance audits requires weeks of manual log collation, validation of retention windows, and proof of non-tampering.

aiAxonIQ Solution

Cryptographically immutable audit trails, automated PII masking at ingestion, and one-click compliance export packages that satisfy rigorous auditor verification in minutes.

Explore Log Management
✕
The Problem

Uncontextualized Security Alerts

Security alerts often notify on isolated IP addresses or token failures without revealing which customer tenant was affected or which application code path executed the suspicious query.

aiAxonIQ Solution

Every security event is bundled with correlated distributed traces, HTTP request headers, and container metadata, enabling security analysts to triage incidents in seconds instead of hours.

Explore Security

Execution Flow

How it works in practice

Your improved workflow from ingestion to resolution, step by step.

1
Threat Signal Detected
Statistical Z-score and IQR baselines detect abnormal access patterns in real time.
2
Multi-Signal Correlation
Join security log lines with distributed trace graphs and database queries.
3
Contextual Alert Dispatched
Send rich forensic dossiers to Slack, PagerDuty, or security webhooks.
4
Audit Trail Sealed
Export verified forensic snapshots for SOC 2 and ISO 27001 compliance reviews.

Why it works

Active Security Intelligence from Everyday Telemetry

Deploying yet another heavyweight security agent on your production nodes introduces performance instability and operational overhead. aiAxonIQ extracts security intelligence directly from the telemetry your systems already generate. By inspecting request paths, distributed trace headers, and database query signatures inside the Kafka-backed pipeline, security teams detect zero-day exploits and internal exfiltration attempts without slowing down production applications.

Zero additional agent installation neededAutomatic PII redaction and credential masking on ingestImmutable audit logs with cryptographic verificationBcrypt-hashed API tokens and parameterized query security