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.
Capabilities
Feature-by-feature on the axes that matter for experiment tracking. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
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.
Polyaxon
An open-source control plane that enables teams to run, track, and govern AI experiments and workloads on Kubernetes. Includes experiment tracking with metrics and artifacts, distributed training support, hyperparameter tuning, workflow orchestration, and model registry capabilities.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Polyaxon
From $555/month. Free tier for academic use; 25% discount for early-stage startups.
- Platform$555/month
- All core features
- Security and protection features
- Collaboration features
- Full UI and scheduling services
- Service accounts for CI/CD/CT
- +7 more
- Teams$1500/month
- Everything in Platform
- Advanced restrictions
- Teams management
- Organization and team-level roles
- Outsider, Viewer, and Manager roles
- +4 more
- EnterpriseContact sales
- Everything in Teams
- Custom number of seats
- Custom number of compute clusters
- Custom number of organizations
- Custom number of active schedules
- +12 more
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Integrations
What each product connects to. Counts come from the vendor's own integration directory where one exists.
Guild AI
- Azure
- Anthropic
- Cohere
- OpenAI
- Stripe
Polyaxon
- Slack
- Git
- TensorFlow
- PyTorch
- MXNet
- Caffe
- Torch
- Ray
- Dask
- Spark
- Kubeflow
- TensorBoard
- JupyterLab
- Kubernetes
- Docker
- GitHub
Guild AI or Polyaxon: 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.