Comparison

Comet vs Guild AI

No clear leader: Guild AI (56.2) and Comet (51.8) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Comet52
Guild AI56
Score
vioscaleAI score
Comet52 / 100low · 5%
Guild AI56 / 100medium · 52%
Pricing
Free tier
Comet✓
Guild AI✓
Model
Guild AIfreemium
Price level
Cometfree
Guild AIlow
Transparent
Comet✓
Guild AI✗
Integrations
Count
Comet60
Guild AI5
Security
Certifications
Comet–
Gdpr
Comet✓
Guild AI✓
Iso27001
Comet–
Guild AI✓
Soc2
Comet–
Guild AI✓
Market
Availability
Guild AI–
Content
Faq
Comet6 items
Guild AI6 items

Capabilities

Feature-by-feature on the axes that matter for experiment tracking. “-” means undocumented, not absent.

Capabilities
Deployment model
CometSelf hosted
Guild AIManaged SaaS
Open source
Comet✓
Guild AI✗
Metrics and artifact logging
Comet✓
Guild AI✓
Native hyperparameter sweeps
Comet-
Guild AI-
Run comparison diffing
Comet-
Guild AI✓
Model registry bundled
Comet-
Guild AI-
Data versioning integration
Comet-
Guild AI-
Distributed multi node tracking
Comet-
Guild AI-
Team collaboration workspaces
Comet✓
Guild AI✓
LLM genai eval tracking
Comet✓
Guild AI✓
RBAC governance
Comet-
Guild AI✓
SOC2
Comet-
Guild AI✓
Pricing model
CometOpen source self host
Guild AIFreemium saas

What each one is

The product in its own terms, so the numbers below have context.

Comet

An observability and evaluation platform that provides comprehensive tracing for LLM applications, RAG systems, and agentic workflows, with built-in support for experiments, evaluations, prompt management, and production dashboards. Designed to cover the full lifecycle from development through production deployment.

Independently observed

Guild AI

Provides centralized oversight of AI agents regardless of framework or deployment location, with cost monitoring, performance tracking, and governance enforcement without requiring code changes.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Comet

HybridFree tier

Free tier available; open-source self-hosted option under Apache-2.0; enterprise plans available

  • Free TierFree
  • Open Source Self-Hosted-
as of verify ↗

Guild AI

freemium|quoteFree tier

Free trial available; full pricing not disclosed

as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Comet✓
Guild AI✓
CLI
Comet✓
Guild AI✓
Deployment
Cloud / SaaS
Comet✓
Guild AI✓
Self-hosted
Comet✓
Guild AI✗
Hybrid
Comet✓
Guild AI✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (1)
  • OpenAI

Comet

4 total - 3 not shared
  • LangChain
  • Claude Code
  • Codex
Independently observed

Guild AI

5 total - 4 not shared
  • Azure
  • Anthropic
  • Cohere
  • Stripe
Independently observed
Still deciding?

Comet or Guild AI: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.