See every AI call in your cloud in 10 minutes
Auto-discover AI agents, LLM egress, and ownership gaps across your cloud — with read-only eBPF sensors.
Inventory today, lineage and control when you need it.
Find every service calling an LLM
We fingerprint outbound TLS + process hints to attribute LLM usage to real services, namespaces, and IAM roles.
| Service | Namespace | SA / IAM Role | Exposure | Endpoint | Calls (7d) | Bytes (7d) | Last seen | Owner (lite) | Egress | Databases |
|---|---|---|---|---|---|---|---|---|---|---|
| invoice-ai | prod-finance | sa-invoice-ai | external | OpenAI | 4,812 | 1.2 GB | 2m ago | finance-ml | third-party | PSQL,MySQL |
| webapp-next | prod-app | sa-frontend | external | Anthropic | 3,821 | 860 MB | 6m ago | unknown | third-party | Oracle(x2) |
| auth-mgr | dev-ai | sa-recon | internal | Vertex AI | 1,210 | 340 MB | 13m ago | platform-ai | private/VPC | PSQL (x3) |
| content-moderator | prod-safety | sa-moderation | internal | OpenAI | 2,156 | 520 MB | 18m ago | trust-safety | third-party | MongoDB |
| recommendation-api | prod-ml | sa-ml-service | external | Bedrock | 6,240 | 2.8 GB | 5m ago | ml-platform | third-party | Redis,PSQL |
| data-pipeline | staging-analytics | sa-etl-worker | internal | Cohere | 892 | 180 MB | 31m ago | unknown | third-party | Snowflake |
Watch AI Observability in Action
Our eBPF sensors detect AI services in real-time - at lightning speed
Your engineers are shipping AI features faster than you can track them.
Flag services making LLM calls without owner or review tags, first-seen behavior in prod, or wasting your resources
- No owner tags found
- Interacts with 2 medium sensitivity apps
- Egress volume much higher than your baseline.
- No security_reviewed tag
- Accesses 4 low risk DBs with PII
- Accesses 1 DB identified to hold user data
Read-only sensors. Real-time results.
Node eBPF collectors observe outbound connects and process hints. A curated endpoint catalog attributes LLM usage with confidence scoring.
Get comprehensive visibility into your AI usage
Track AI calls, detect patterns, and monitor your infrastructure in real-time.
AI Calls (last 14d)
Metadata-only by design
We never collect prompts, responses, or secrets. Sensors are read-only and bounded.
Upgrade to AI Data Guard when you need lineage and control
Keep the free runtime inventory. Add sensitive→LLM lineage, intent policies, and regulated alerts when you're ready.
- Auto-discover AI agents and LLM endpoints
- Shadow AI flags (no owner/review, first-seen in prod)
- Owner (lite) inference from labels/tags
- Database fingerprints (Oracle, PSQL, MySQL, Redis and more)
- Data classification and sensitivity labels (lite)
- Standard Login
- 7-day lookback, community support
- Sensitive→LLM lineage (Snowflake, Postgres, Redshift, Athena)
- Intent policies by team/service and provider allowlists
- Regulated egress alerts with evidence
- SIEM export • 30-90 day retention
- SSO support
- Deep Data Classification and Sensitive data scans
- 24/7 Support
Get signal in minutes
Use Helm to install in a jiffy. Don't like it ? Uninstall is one command.
One-Line Installation
curl -fsSL https://raw.githubusercontent.com/aurva-io/AIOstack/main/install.sh | bash
curl -fsSL https://raw.githubusercontent.com/aurva-io/AIOstack/main/uninstall.sh | bash