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
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
Free trial not available
Freemium
Starts from Freefree
9.0
SpotScore
LLM observability and evaluation platform for tracing, testing, and monitoring AI applications
Free trial not available
Freemium
Starts from Freefree
Showing 1-11 out of 11

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
Open-source LLM observability platform for tracing, evaluation, and prompt management
Best for: SMB teams
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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 LangfuseStarts from Freefree, also offers free forever plan
9.2
SpotScore
Helicone
Open-source LLM proxy with automatic logging, cost tracking, and caching in two minutes
Best for: SMB teams
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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 HeliconeStarts from Freefree, also offers free forever plan
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9.0
SpotScore
LangSmith
LLM observability and evaluation platform for tracing, testing, and monitoring AI applications
Best for: SMB teams
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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 LangSmithStarts from Freefree, also offers free forever plan

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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 AIArize AI offers custom pricing plan

PromptLayer
Revolutionize your GPT requests with PromptLayer.
Best for: SMB teams · Mid-market · Enterprise
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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 ...
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Galileo
AI observability and evaluation platform to evaluate, monitor, and protect GenAI applications and agents at enterprise scale
Best for: Mid-market · Enterprise
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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 GalileoBraintrust (AI Observability)
The AI observability platform for building quality AI products
Best for: SMB teams · Mid-market · Enterprise
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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
Evaluation and monitoring for LLM applications with a self-hosted option
Best for: Mid-market · Enterprise
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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 AIAthina AI offers custom pricing plan

Confident AI
Evaluation platform built on the DeepEval open-source framework
Best for: SMB teams · Mid-market · Enterprise
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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 AIStarts from $39.00/month when Billed Yearly, also offers free forever plan

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

Weights & Biases
Track, visualize, and collaborate on deep learning experiments.
Best for: SMB teams · Mid-market
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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 & BiasesStarts from $35/User/Month, also offers free forever plan
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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].
