---
title: "Observe | Inference.net"
description: "Full visibility into every model call. Trace every request across every provider — latency, cost, quality, and behavior — from a single dashboard."
url: "https://inference.net/products/observe/"
---

# Full visibility into every model call.

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.

[Talk to an Engineer](https://inference.net/meet-with-us/) [Get Started](https://inference.net/register/)

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.

[Get Started](https://inference.net/register/)

#### 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.

[Get Started](https://inference.net/register/)

#### 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](https://inference.net/meet-with-us/) [Get Started](https://inference.net/register/)