NEWJoin 2M+ software buyers|Get Weekly Insights, Trends & Expert PicksSubscribe free →

Best LLM & Agent Observability and Evaluation Software with a Free Plan or Free Trial

Top picks for LLM & Agent Observability and Evaluation Software available with a free plan or free trial

9.4

SpotScore

Open-source LLM observability platform for tracing, evaluation, and prompt management

4.7

Excellent

Free trial not available

Freemium

Starts from Freefree

9.2

SpotScore

Open-source LLM proxy with automatic logging, cost tracking, and caching in two minutes

4.6

Excellent

Free trial not available

Freemium

Starts from Freefree

9.0

SpotScore

LLM observability and evaluation platform for tracing, testing, and monitoring AI applications

4.5

Very Good

Free trial not available

Freemium

Starts from Freefree

How we score these products

Every product here is scored on the same 10-point SpotScore scale, built from pricing, feature and deployment data we maintain, plus ratings collated from public review sources.

Filters

Features

Share this page

Showing 1-11 out of 11

Top rated

List of the Best LLM & Agent Observability and Evaluation Software with a Free Plan or Free Trial as of November 2026

9.4

SpotScore

Langfuse logo

Langfuse

Open-source LLM observability platform for tracing, evaluation, and prompt management

Best for: SMB teams

Try for Free

4.7

Add to compare

watch-demo

Watch Demo

What is Langfuse?

Langfuse is an open-source LLM engineering platform for tracing, evaluation, prompt management, and metrics. It provides detailed traces of LLM application executions — capturing every LLM call, tool use, retrieval step, and agent action — and links traces to user sessions for production ...

Read more about Langfuse

Starts from Freefree, also offers free forever plan

9.2

SpotScore

Helicone logo

Helicone

Open-source LLM proxy with automatic logging, cost tracking, and caching in two minutes

Best for: SMB teams

Try for Free

4.6

Add to compare

watch-demo

Watch Demo

What is Helicone?

Helicone is an open-source LLM observability platform that works as a proxy — developers route their LLM API calls through Helicone's gateway with a single URL change, and it automatically logs every request, tracks cost and latency, enables prompt caching, and provides rate limiting. ...

Read more about Helicone

Starts from Freefree, also offers free forever plan

Spotsaas Ads

Want your product up here? Put it in front of buyers the moment they're comparing your category.

Reach LLM & Agent Observability and Evaluation buyersRank above rivals2M+ buyers a year

9.0

SpotScore

LangSmith logo

LangSmith

LLM observability and evaluation platform for tracing, testing, and monitoring AI applications

Best for: SMB teams

Try for Free

4.5

Add to compare

watch-demo

Watch Demo

What is LangSmith?

LangSmith is the LLMOps observability and evaluation platform built by LangChain for teams developing production LLM applications. It provides tracing, debugging, and evaluation for any LLM application — not just LangChain ones. Developers use LangSmith to trace every LLM call and tool ...

Read more about LangSmith

Starts from Freefree, also offers free forever plan

Arize AI - New SaaS Software

Arize AI

Empower your AI with effortless optimization.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

Add to compare

What is Arize AI?

Arize AI is a revolutionary Machine Learning Observability Platform to quickly identify and address model and data issues. With a comprehensive analytics suite and no restrictions on model framework, platform, or environment, Arize ensures companies can monitor the performance of their products ...

Read more about Arize AI

Arize AI offers custom pricing plan

PromptLayer

PromptLayer

Revolutionize your GPT requests with PromptLayer.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

Add to compare

What is PromptLayer?

Unveiling PromptLayer, the pioneering platform tailored for prompt engineers. This innovative tool is tailored to tackle the complexities that accompany managing GPT requests, marking a paradigm shift in how you analyze, troubleshoot, and delve into these requests. With PromptLayer, you wield ...

Read more about PromptLayer
Galileo logo

Galileo

AI observability and evaluation platform to evaluate, monitor, and protect GenAI applications and agents at enterprise scale

Best for: Mid-market · Enterprise

Try for Free

Add to compare

What is Galileo?

Galileo is an LLM evaluation and observability platform for testing, monitoring, and guardrailing generative AI applications and agents. It captures traces from an application and scores them using its proprietary evaluation models against research-backed metrics, converting offline evals into ...

Read more about Galileo
Braintrust (AI Observability) logo

Braintrust (AI Observability)

The AI observability platform for building quality AI products

Best for: SMB teams · Mid-market · Enterprise

Try for Free

Add to compare

What is Braintrust (AI Observability)?

Braintrust is an evaluation and observability platform for teams building production LLM applications and agents. It lets engineers log and trace LLM calls with latency, token, and cost metrics, run structured evals against datasets to score output quality, and replay logged production traces ...

Read more about Braintrust (AI Observability)
Athina AI

Athina AI

Evaluation and monitoring for LLM applications with a self-hosted option

Best for: Mid-market · Enterprise

Try for Free

Add to compare

What is Athina AI?

Athina AI provides evaluation and monitoring for LLM applications, with a library of preset evaluators, support for custom ones, and dataset management for running experiments before shipping a prompt or model change. It offers a self-hosted deployment so prompts and completions stay inside the ...

Read more about Athina AI

Athina AI offers custom pricing plan

Confident AI

Confident AI

Evaluation platform built on the DeepEval open-source framework

Best for: SMB teams · Mid-market · Enterprise

Try for Free

Add to compare

What is Confident AI?

Confident AI is the platform built around DeepEval, an open-source evaluation framework that treats LLM testing like unit testing — assertions over metrics such as faithfulness, answer relevance and contextual precision, runnable in CI. The hosted platform adds dataset curation, regression ...

Read more about Confident AI

Starts from $39.00/month when Billed Yearly, also offers free forever plan

Comet

Comet

Accelerate your model development with Comet.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

Add to compare

What is Comet?

Comet is a machine learning experiment tracking and model monitoring platform that integrates with any ML library via a single line of code. It covers the full ML lifecycle from experiment management to production monitoring, and works on both local machines and cloud environments. Data ...

Read more about Comet
Free TrialTry Free →·

Starts from $179.00/user / month when Billed Yearly, also offers free forever plan

Weights & Biases - New SaaS Software

Weights & Biases

Track, visualize, and collaborate on deep learning experiments.

Best for: SMB teams · Mid-market

Try for Free

Add to compare

What is Weights & Biases?

Weights & Biases is the ultimate solution for keeping track of your deep learning experiments. This innovative tool allows you to easily record and visualize every aspect of your research, collaborate effortlessly, and centrally store all your inputs and outputs. With the ability to quickly ...

Read more about Weights & Biases

Starts from $35/User/Month, also offers free forever plan

Frequently Asked Questions About LLM & Agent Observability and Evaluation Software

Stuck on something? We're here to help with all the questions and answers in one place.

The features most commonly offered by LLM & Agent Observability and Evaluation Software on Spotsaas are Dashboard, Reporting, Analytics, Access Control, Third-party Integration, User Management. Most buyers prioritize ease of use, reporting, and integration capabilities. Start with what covers your core workflow before comparing advanced features.

LLM & Agent Observability and Evaluation Software pricing typically ranges from $10 to $200+ per user per month depending on features and team size. Most vendors offer tiered plans: starter, professional, and enterprise. Request a demo or check individual product pages on Spotsaas for current pricing details.

The top rated LLM & Agent Observability and Evaluation Software based on verified user reviews and SpotScore are Traceloop, Patronus AI, Arize Phoenix. These consistently score highest on ease of use, feature depth, and customer support quality. Ratings are updated monthly based on real buyer feedback.

To choose the right LLM & Agent Observability and Evaluation Software, start by listing your must-have features, commonly Dashboard, Reporting, Analytics, Access Control, Third-party Integration, User Management. Then filter by team size, budget, and integrations you already use. Compare at least 3 options and use free trials to test before committing. Spotsaas lets you compare side-by-side in minutes.

Currently no LLM & Agent Observability and Evaluation Software listed on Spotsaas offer a permanent free plan, though many provide free trials (typically 14–30 days). Use the pricing filter on this page to find trial-eligible options and test before committing to a paid plan.

The best LLM & Agent Observability and Evaluation Software for small businesses are affordable, quick to set up, and scale without complexity. Top picks for small teams are Arize Phoenix, TruLens, Portkey. Look for per-user pricing, no long-term contracts, and strong onboarding support to minimize ramp-up time.

About the reviewer

Rajat Gupta is the founder of Spotsaas, where he has built software research covering 25,000+ products across CRM, HR, AI, and finance. He applies hands-on product research and a background in commerce and the CFA program to evaluate software through a business and ROI lens. His goal: help teams make software decisions they won't regret.

Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].