About Noveum
Reliability infrastructure for the agent era.
Noveum is the AI-native platform teams use to keep production agents reliable — tracing every run, scoring it with calibrated judges, simulating what comes next, guarding live traffic, and shipping validated fixes as pull requests. One continuous loop, not a wall of charts.
Open-source SDKs · SOC 2 Type II · HIPAA · on-prem & BYO ClickHouse
5
Products, one loop
106
Calibrated scorers
18
Scorer categories
4-line
SDK integration
01 — Why we started
Shipping an agent is easy. Keeping it reliable is not.
Noveum started with a frustration every team building on LLMs eventually hits: getting an agent to work in a demo takes an afternoon; keeping it reliable in production takes forever — and the tools meant to help were built for a world that no longer exists.
Traditional observability assumes deterministic software: same input, same output, a stack trace when something breaks. AI agents are the opposite. They reason across many steps, call tools and other agents, and “wrong” is rarely a crash — it's a confident, plausible-looking answer that quietly fails a user. APM dashboards can't see that. Logs can't explain it. And nobody can read enough traces by hand to stay ahead of it.
So we set out to build the reliability layer AI-native from the ground up — one that treats evaluation as a first-class signal, reconstructs and simulates real scenarios, and turns failures into fixes instead of alerts. That is Noveum: trace every run, score it with calibrated judges, simulate what's next, guard live traffic, and ship validated fixes as pull requests.
02 — What we believe
The principles the product is built on.
A few convictions shape every decision we make — in the architecture, the roadmap, and the words on this page.
AI-native, not retrofitted
We didn't bolt AI onto an APM tool. Tracing, scoring, simulation, and guardrails were each designed for non-deterministic, multi-step, tool-using agents — the way they actually behave in production.
Evidence over vibes
A fix isn't done because it feels better. It ships with the score that justifies it and the validation that proves it — so every change is auditable, not asserted.
Reliability is a loop
Dashboards tell you something broke. We close the loop — detect, diagnose, fix, verify — continuously, so reliability compounds instead of decaying between incidents.
Your data stays yours
Run Noveum in our cloud, your VPC, or fully on-premise with your own ClickHouse. SOC 2 Type II, HIPAA, and GDPR. Your traces never have to leave your perimeter.
Open by default
Our tracing SDKs are open source and integrate in a few lines. We'd rather earn trust through code you can read than lock-in you can't escape.
Honest about what we measure
A backtest validates a single call; a simulation validates the whole outcome. We never let one wear the other's claim — in the product, in a sales call, or on this page.
03 — What we're building
One closed loop for agent reliability.
Five systems wrap every agent you ship. Each one feeds the next — and together they turn production noise into fixes you can merge.
- 1
Trace
Capture every run — LLM calls, tools, RAG, and agent hops — as a structured trace.
- 2
Evaluate
Score it with 106 calibrated judges, each returning a verdict and its reasoning.
- 3
Simulate
Forward-simulate whole scenarios with tool calls virtualized — validate the outcome, not one answer.
- 4
Guard
Enforce policy on live traffic and block bad outputs before a user sees them.
- 5
Fix
Turn failures into fixes — backtested per-call, simulated end-to-end — shipped as pull requests.
04 — Where we are
Built in the open, proven in production.
We ship fast and we ship honestly. Here's the foundation Noveum already runs on.
Open-source SDKs
noveum-trace for Python and TypeScript — tracing for LangChain, LangGraph, LiveKit, Pipecat, and CrewAI in a few lines of code.
106 calibrated scorers
A judging library across 18 categories — including 17 dedicated voice scorers — each returning a score and the reasoning behind it.
Enterprise-ready
SOC 2 Type II, HIPAA, and GDPR, with on-premise and BYO-ClickHouse deployments for teams that can't send data out.
In production at scale
Platforms like MyOperator run AI voice agents on Noveum — integrated in four lines of code, validated continuously.
Build agents you can trust.
Start tracing in minutes, or talk to us about deploying Noveum in your own environment. We're also hiring the people who'll build the next part of the loop.