Full visibility into
every model call.

Name: Inference.net Observe
Brand: Inference.net

Trace every request across every provider—latency, cost, quality, and behavior—from a single dashboard. Route traffic through our LLM gateway to capture production data from any model on any provider. Setup takes minutes, not sprints.

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Trusted by the world's best engineering teams.

One gateway.
Every provider.

Route your LLM traffic through a single integration point. The Inference.net gateway connects to any downstream provider and captures every request—giving you unified observability without changing your model stack.

Any provider, one dashboard

OpenAI, Anthropic, open-source models—it doesn't matter. Route through the gateway and see every provider's performance side by side.

Works with Inference.net Deploy

Models deployed on Inference.net are automatically observed. No extra integration, no SDK—production telemetry is built in.

Live in 5 minutes

Point your traffic at the gateway. Start capturing traces, latency, and cost data immediately. No lengthy onboarding, no pipeline work.

“Our custom model is more accurate, more affordable, and cut request latency by more than 50%. The whole experience was a breeze, and the inference.net team was great to work with.”

Henry Langmack

Co-founder, CTO @ Cal AI

Capabilities

Production intelligence,
not just dashboards.

See what's happening, understand why, and know what to do next. Built for teams that ship fast and need to keep models performing.

End-to-End Traces

Prompts, tool calls, responses, and downstream effects—one unified trace view. No more stitching together logs from three different systems.

Latency Breakdowns

Separate model time from orchestration and tooling time so you can optimize the right bottleneck.

Cost Attribution

Attribute spend by model, endpoint, customer segment, route, or workflow. Know exactly where your budget goes.

Drift & Anomaly Alerts

Set alerts on behavior drift, latency spikes, and error rate changes. Move from "a user reported a bug" to "we caught it 30 minutes ago."

Production Traffic Sampling

Monitor real prompts and real behavior safely, with configurable sampling and redaction options.

Search & Debug

Full-text search across production events. Isolate failure modes by trace, user, model version, or any custom attribute.

Security

Enterprise security, built in.

SOC 2 compliant with encryption at every layer, automatic secret stripping, and full control over data retention.

SOC 2 Type II Compliant

Audited controls across the stack. Meet your security team's requirements without a months-long vendor review.

Secrets Never Logged

API keys, tokens, and credentials are detected and excluded from all traces and logs. No configuration required.

Encryption in Transit & at Rest

Every request is encrypted end-to-end. Data at rest is encrypted with modern standards so production traffic is never a liability.

Full Data Retention Controls

Set retention policies that match your compliance requirements—or turn off data retention entirely. Your data, your rules.

The flywheel starts with visibility.

Every trace you capture today feeds into evaluation, training, and smarter deployments tomorrow. Start observing your production traffic for free.

Talk to an Engineer Get Started

Full visibility into
every model call.

Trusted by the world's best engineering teams.