vioscale
Comparison

Guild AI vs Polyaxon

No leader: the top candidate Polyaxon has only 0.26 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Guild AI full profile →Polyaxon full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Guild AI61
Polyaxon62
Score
Vioscale score
Guild AI61 / 100low · 20%
Polyaxon62 / 100low · 26%
Pricing
Free tier
Guild AI–
Polyaxon✓
Model
Guild AIcommercial
Polyaxonfreemium
Price level
Guild AI–
Polyaxonhigh
Starting price
Guild AI–
Polyaxon$4,000
Transparent
Guild AI–
Polyaxon✓
Integrations
Count
Guild AI4
Polyaxon12
Security
Gdpr
Guild AI✓
Polyaxon–
Iso27001
Guild AI✓
Polyaxon–
Soc2
Guild AI✓
Polyaxon–
Market
Availability

Capabilities

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

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

What each one is

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

Guild AI

A platform that provides unified deployment, governance, and observability for AI agents regardless of which model or framework is used, enabling teams to track costs, control access, and maintain visibility across all their agents.

Independently observed

Polyaxon

Platform for running machine learning training, AI workloads, and inference operations on Kubernetes infrastructure. Provides experiment tracking, observability, automation, governance, and team collaboration capabilities while supporting self-hosted, hybrid, and managed deployments.

Independently observed

Pricing

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

Guild AI

Pricing not documented yet.

Polyaxon

from $4000/moSubscriptionFree tier

Free Community tier. Business from $4000/month plus per-seat add-ons. Enterprise custom pricing.

  • CommunityFree
    • Powerful workspace
    • Core experimentation features
    • Core tools and integrations
    • Core tracking and lineage features
    • Free community UI
    • +2 more
  • Business$4000/month base
    • Everything in Community
    • 10-30 developer seats
    • 1-4 compute clusters
    • 10-50 queues
    • 50-1000 concurrent runs
    • +20 more
  • EnterpriseContact sales
    • Custom number of active schedules
    • Custom branding and white label
    • Custom policies, RBAC, and ACL
    • Custom audit trail retention
    • Custom support and uptime SLAs
    • +5 more
as of verify ↗

Platform & deployment

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

Platforms
Web
Guild AI✓
Polyaxon✓
CLI
Guild AI✗
Polyaxon✓
Deployment
Cloud / SaaS
Guild AI✓
Polyaxon✓
Self-hosted
Guild AI✗
Polyaxon✓
On-premise
Guild AI✗
Polyaxon✓
Hybrid
Guild AI✗
Polyaxon✓

Integrations

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

Guild AI

4 total
  • Azure
  • Anthropic
  • Cohere
  • OpenAI
Independently observed

Polyaxon

12 total
  • Slack
  • Git
  • TensorFlow
  • PyTorch
  • MXNet
  • Caffe
  • Torch
  • Ray
  • Dask
  • Spark
  • Kubeflow
  • TensorBoard
Independently observed

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