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Comet ML vs Phoenix: Pricing and Ratings Compared (2026)

Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for Comet ML and Phoenix side by side. This page compares data; it is not a hands-on review.

On the data: On the data below, Comet ML leads on lower entry price; Phoenix leads on a free plan. We do not name an overall winner for this pair.

Data comparison compiled by Toolradar, not hand-reviewed Methodology
Data comparison 26 user reviews compared Pricing checked Oct 13, 2026

Short on time? Here's the quick answer

Based on published vendor pricing and features and on public review data, here's who should pick what:

Comet ML

Machine learning experiment tracking platform

Best for you if:

  • • You want experiment tracking

Phoenix

Evaluate, experiment, and optimize AI products in real time with open-source LLM tracing.

Best for you if:

  • • You want a free tier before you commit
At a glance: Comet ML vs Phoenix
At a Glance
Comet ML Comet ML
Phoenix Phoenix
Starts at
From $19/user/mo, billed monthly Pro plan
Free plan, paid from $50/mo, billed monthly AX Pro plan
Category
Analytics Developer Tools
Developer Tools Analytics
Rating
4.3/5 G2 4.3 26 reviews n/a
Free plan
No Yes
Watch out for
Overage fees for training hours on Pro tier Overage fees for exceeding trace spans/ingestion

Choose Comet ML or Phoenix?

Comet ML

Choose Comet ML if

  • You want experiment tracking
  • You want model production monitoring
  • Budget matters ($19/user/mo, billed monthly vs $50/mo, billed monthly)
  • You work in analytics, not developer tools
Phoenix

Choose Phoenix if

  • You want a free tier before you commit
  • You want open-source and self-hostable, offering flexibility and no vendor lock-in
  • You want provides deep observability into LLM behavior and decision-making
  • You work in developer tools, not analytics

In-Depth Analysis

Comet ML Comet ML

Machine learning experiment tracking platform

Good value

Comet ML's pricing is quite generous, especially with a robust Free tier offering 100GB storage and core tracking.

Watch out

Overage fees for training hours on Pro tier

Strengths

  • Pro: Experiment tracking
  • Pro: Model production monitoring
  • Pro: Good visualizations
  • Pro: Fair pricing
  • Pro: LLM support

Weaknesses

  • Con: Less known
  • Con: Smaller community
  • Con: Some features basic
  • Con: Documentation gaps
  • Con: Integration limitations

Key features

Experiment tracking Model registry Visualization Collaboration LLM debugging Enterprise

Phoenix Phoenix

Evaluate, experiment, and optimize AI products in real time with open-source LLM tracing.

Good value

Phoenix offers a very generous free tier with its open-source solution and a substantial free tier for AX, making it highly accessible.

Watch out

Overage fees for exceeding trace spans/ingestion

Strengths

  • Pro: Open-source and self-hostable, offering flexibility and no vendor lock-in.
  • Pro: Provides deep observability into LLM behavior and decision-making.
  • Pro: Facilitates rapid experimentation and iteration with interactive playgrounds.
  • Pro: Supports both automated and human feedback for comprehensive evaluations.
  • Pro: Strong community support and integrations with popular LLM frameworks.

Weaknesses

  • Con: Advanced features like dedicated support and custom data limits are only available in higher-tier paid plans.
  • Con: The free SaaS tier has limited trace spans and ingestion volume.
  • Con: Requires some technical expertise for self-hosting and full utilization.

Key features

OpenTelemetry (OTEL) for seamless setup and data collection Application tracing for total visibility into LLM app data Interactive prompt playground for prompt and model iteration Streamlined evaluation and annotation library with pre-built templates Dataset clustering and visualization using embeddings Self-hostable with no feature gates or restrictions

Plans and prices: Comet ML vs Phoenix

Plans and prices of Comet ML and Phoenix, as read on each vendor's pricing page. Each plan keeps its own billing unit.
Tool Plans and prices Source
Comet ML
  • Free: Usage-based, one-time or minimum-commitment pricing
  • Pro: $19/user/mo, billed monthly
  • Enterprise: Custom pricing
comet.com/pricing read Oct 4, 2026
Phoenix
  • Phoenix Small teams and smaller data: Free
  • AX Free: Free
  • AX Pro: $50/mo, billed monthly
  • AX Enterprise: Custom pricing
phoenix.arize.com/pricing read Oct 13, 2026

Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on Comet ML pricing and Phoenix pricing.

Key Takeaways

Comet ML

  • Lower entry price: $19/user/mo, billed monthly vs $50/mo, billed monthly

Phoenix

  • Has a free plan

What the data shows

On the data below, Comet ML leads on lower entry price; Phoenix leads on a free plan. We do not name an overall winner for this pair.

  • Only Comet ML has a published user rating (4.3/5 from 26 reviews); Phoenix has none we can show.
  • Comet ML has the lower entry price: $19/user/mo, billed monthly (Pro) against $50/mo, billed monthly (AX Pro) for Phoenix.
  • Only Phoenix has a free plan.

Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate

Frequently Asked Questions

How do Comet ML and Phoenix compare in 2026?

On the data below, Comet ML leads on lower entry price; Phoenix leads on a free plan. We do not name an overall winner for this pair. Only Comet ML has a published user rating (4.3/5 from 26 reviews); Phoenix has none we can show. Comet ML has the lower entry price: $19/user/mo, billed monthly (Pro) against $50/mo, billed monthly (AX Pro) for Phoenix. Only Phoenix has a free plan.

What are Comet ML and Phoenix used for?

Comet ML: Machine learning experiment tracking platform. Phoenix: Evaluate, experiment, and optimize AI products in real time with open-source LLM tracing.

What does Comet ML cost vs Phoenix?

Comet ML's cheapest paid plan is Pro at $19/user/mo, billed monthly. Phoenix's cheapest paid plan is AX Pro at $50/mo, billed monthly; it also has a free plan. Prices read on the vendors' pricing pages, latest check Oct 13, 2026.

What's the main difference between Comet ML and Phoenix?

Comet ML's main strength: experiment tracking. Phoenix's main strength: open-source and self-hostable, offering flexibility and no vendor lock-in.

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