AgentOps vs Noveum AI: session replay or production evaluation?

A comparison of session replay and debugging with production evaluation and NovaPilot recommendation reports.

Best for automated evaluation at scale and reports that help engineers prioritize what to investigate next.

Best for session replay debugging and for teams that want deep visibility into how agent runs play out step by step.

Which tool is right for you?

What is AgentOps?

AgentOps is a session-replay and observability tool for AI agents. It records instrumented run events, tracks token cost, and gives developers a visual waterfall for debugging. Check its current evaluation features against the quality workflow you need.

What is Noveum AI?

Noveum AI is a production evaluation platform for AI agents. It applies selected scorers to configured dataset items, and NovaPilot analyzes those results to produce a recommendation report. Engineers review the report and own all implementation and validation.

Session replay and evaluation answer different questions

AgentOps is a session-debugging tool with recorded run replay, token-cost breakdowns, and a visual waterfall for instrumented events. For teams actively building agents, that visibility can be useful.

Noveum is built for teams that need production quality signals. Configure dataset items and compatible scorers, then use NovaPilot to analyze the resulting evaluations and produce a reviewable report with issue patterns and recommended next steps.

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Features

Published evaluation scorers (112)

Evaluation-result analysis

NovaPilot recommendation reports

Voice pipeline quality scoring

Enterprise-ready custom scorers

Session replay and time-travel debug

Credit-based pricing (not per seat)

Open source

On-prem deployment

Prompt management and versioning

The end-to-end agent workflow

How do AgentOps and Noveum differ across the agent workflow?

How fast can you set up monitoring?

Noveum Advantage

Context manager with scoped instrumentation

Install the Python noveum-trace SDK, add your API key, and wrap your LLM calls with the context manager. Works with OpenAI, LangChain, LangGraph, CrewAI, and LiveKit. Other runtimes can send traces through the REST ingest API. Traces appear after ingestion; scoring begins after you configure an evaluation workflow.

Two lines and you are running

Call agentops.init() with your API key to start session recording. AgentOps documents auto-instrumentation across 10+ frameworks, including CrewAI, AutoGen, Google ADK, and Smolagents; verify coverage for the versions and operations you use.

Does either tool score output quality automatically?

Noveum Advantage

Choose compatible scorers for dataset items

Choose compatible scorers for hallucination, faithfulness, RAG accuracy, safety, tool-calling accuracy, voice quality, and more. Scorers run on configured dataset items; schedules and Smart Sampling can automate evaluation of selected production data.

Session observability is the documented emphasis

AgentOps' public product and integration documentation emphasizes instrumented session traces, replay, errors, token use, and cost. Verify its current evaluation features directly if managed quality scoring is part of your requirements.

How do you find out why an agent failed?

Noveum Advantage

Analysis of evaluated failures

Scorer results show which evaluated dataset items passed or failed and include reasoning where available. NovaPilot analyzes those results and organizes recurring issues and recommendations into a report for engineering review.

Session replay lets you investigate yourself

When something goes wrong, AgentOps shows you the error in the waterfall and flags the failed span. The session replay and time-travel debugging are genuinely useful for complex runs. Working out the root cause is still manual work your team has to do inside the session view.

How do you get from a failure to a reviewed plan?

Noveum Advantage

A structured NovaPilot recommendation report

NovaPilot analyzes results for evaluated dataset items and produces a report with issue patterns and recommendations. It does not edit code or prompts, validate a change, run a simulation, or open a pull request; engineers own implementation and verification.

No built-in path from failure to fix

AgentOps gives engineers session data and error details for investigation. The team owns the workflow from identifying an issue through implementing and validating a change.

Where Noveum goes further

What does AgentOps miss once you go to production?

Authenticated NovaEval job with configured scorers and a completed evaluation run

Know if your agent is lying before your users do.

AgentOps can tell you when an LLM call happened, how many tokens it used, and what it cost. NovaEval adds 112 published scorers covering hallucination, faithfulness, RAG accuracy, safety, voice quality, and other domains. You map representative data, choose compatible scorers, and run or schedule the evaluation workflow; quality measurement does not start merely because tracing is connected.

Learn about scorers

Authenticated NovaEval run dialog showing an item count and estimated credit cost

Pay for what your agents produce, not who is logged in.

As verified on August 3, 2026, the AgentOps homepage listed Basic at $0 per month for up to 5,000 events and Pro starting at $40 per month with an unlimited event limit, not a $40 per-user charge. Noveum uses credits for compute-heavy activities and separate enforced span allowances. Verify current event and credit limits on each pricing page.

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Authenticated NovaPilot report with overall health, evaluation coverage, scorer performance, and the beginning of failure patterns

Turn evaluated failures into a reviewable plan.

AgentOps provides session data for manual investigation. NovaPilot analyzes evaluation results for configured dataset items and produces a structured report with issue patterns and recommended next steps. Engineers review the evidence, implement changes, and validate them separately.

See how NovaPilot works

Pricing at a glance

Predictable credit-based billing

Free$0

Starter$69/mo

Growth$99/mo

EnterpriseCustom

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Event-based plan capacity

Basic$0/mo · up to 5K events

ProFrom $40/mo · unlimited events

Pro retentionUnlimited log retention

Current usage termsVerify with vendor

EnterpriseCustom

Compare event capacity with evaluation credits

As verified on August 3, 2026, the AgentOps homepage listed Basic at $0 per month for up to 5,000 events and Pro starting at $40 per month with an unlimited event limit. Noveum charges by credit for evaluation and analysis work, with separate enforced span limits. Contact each vendor for current pricing and capacity details.

Common questions

Is Noveum AI a good AgentOps alternative?

Noveum is an option when you need managed evaluation in addition to session observability. It provides published scorers and NovaPilot reports that analyze evaluation results for configured dataset items; engineers review the recommendations and own any changes.

How should I compare AgentOps and Noveum evaluation workflows?

AgentOps' public product and integration documentation emphasizes observability, session replay, errors, token use, and cost for the operations its instrumentation records. Noveum documents configured datasets, compatible NovaEval scorers, and NovaPilot reports for evaluated items. Verify AgentOps' current evaluation capabilities directly, then test both products on the same representative workflow.

How quickly can I start getting evaluation scores with Noveum?

Instrument one representative operation and verify its first trace before expanding coverage. To score data, configure a dataset, compatible scorers, and an evaluation job. Many scorers do not require expected answers, and schedules or Smart Sampling can select later runs.

Our agents handle domain-specific workflows. Can Noveum evaluate beyond generic metrics?

The Enterprise plan can include custom scorer development built around product-specific evaluation logic. Domain-specific scorers run through the configured evaluation workflow, but results do not establish regulatory compliance or clinical correctness on their own; qualified reviewers define references and own those decisions.

How is Noveum's pricing different from AgentOps?

As verified on August 3, 2026, the AgentOps homepage listed Basic at $0 per month for up to 5,000 events and Pro starting at $40 per month with an unlimited event limit, rather than a $40 per-user charge. Noveum meters compute-heavy evaluation, NovaSynth, and NovaPilot work in credits and enforces separate span limits. Check both vendors' current allowances before comparing cost.

Can I use both AgentOps and Noveum at the same time?

They serve different jobs and can be evaluated independently. AgentOps focuses on session replay and cost tracking, while Noveum supports configured evaluation workflows and NovaPilot analysis reports. Confirm SDK compatibility in your own application before running both together.

Our take

AgentOps is a genuinely useful tool for teams actively building agents. Session replay is a real capability. Seeing a full waterfall of your agent run, spotting where it went off track, and tracking what each model call cost is valuable during development.

But session replay is not the same as quality measurement. And quality measurement is not the same as knowing how to fix the problem.

Noveum is built for production evaluation. Configure dataset items and compatible scorers, then use NovaPilot to analyze those evaluation results and produce a report with issues and recommended next steps. NovaPilot does not change code or prompts, backtest recommendations, run forward simulations, validate fixes, or open pull requests; engineers perform those steps separately.

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