Know what your AI workloads are doing with data.
AI agents, copilots, RAG pipelines, MCP-enabled tools, and automated services can reach production data at machine speed. Trailox monitors the underlying data activity, connects it to the identity, application, service, or workload behind it, and detects behavior that deviates from normal.
AI access leaves evidence in the data plane
Trailox correlates identity, application, SDK, client, source, operation, query, and resource context across connected data platforms. When telemetry exposes recognizable AI or MCP client indicators, Trailox adds that context to the access record.
Identity: rag-service Client: python-sdk Resource: customer_documents Activity: 184K reads
Identity: rag-service Client: new external client Resource: finance_archive Activity: 2.4M reads
What we surface
AI applications and workloads accessing production data, connected to the identities and credentials they use.
First-seen clients, applications, services, and access paths interacting with sensitive data systems.
AI workloads reading, writing, exporting, or modifying data outside their established behavioral baseline.
Machine-speed access patterns, broad enumeration, bulk reads, and sudden expansion into new datasets or resources.
RAG and knowledge-base ingestion that expands how production data is consumed, copied, indexed, or made available downstream.
Changes in the identities, SDKs, clients, services, and workloads behind established data access.
AI-related data activity trended over time, including resources accessed, operations performed, volume, and behavioral changes.
The presigned URL problem
When an application signs a URL and hands it to an agent, the log records the signing role, not the reader. Every request looks like the application. Only the user agent reveals the actual consumer.
This is the single most common way agent access hides in plain sight.
Free Agent Report
30-day lookback, 48 hours.
Every agent, MCP client, and crawler that touched your storage, with the log lines as evidence.