vioscaleAI
Comparison

Kubeflow vs Together AI

On the evidence we track, Together AI leads this comparison with a composite score of 77/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Kubeflow full profile →Together AI full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Kubeflow46
★Together AI77
Score
vioscaleAI score
Kubeflow46 / 100low · 43%
Together AI77 / 100medium · 59%
Pricing
Free tier
Kubeflow✓
Together AI✓
Model
Kubeflowopen_source
Together AIfreemium
Price level
Kubeflowfree
Together AIlow
Starting price
Kubeflow–
Together AI$0.00
Transparent
Kubeflow✓
Together AI✓
Integrations
Count
Kubeflow7
Together AI–
Security
Disclosure policy
Kubeflow–
Together AI✓
Gdpr
Kubeflow–
Together AI✓
Iso27001
Kubeflow–
Together AI✓
Scorecard
Kubeflow4.5
Together AI–
Soc2
Kubeflow–
Together AI✓
Trust center
Kubeflow–
Together AIhttps://www.together.ai/privacy
Vulnerabilities
Reliability
Sla pct
Kubeflow–
Together AI99
Status page
Kubeflow–
Together AI✓
Adoption
Dependent repos
Kubeflow40
Together AI–
Github stars
Kubeflow15,902
Together AI–
Activity
Commits last 30d
Kubeflow1
Together AI–
Release
Cadence days
Kubeflow25
Together AI–
History
Kubeflow20 items
Together AI–
License
Spdx
KubeflowApache-2.0
Together AI–
Market
Availability
Content
Faq
Kubeflow6 items
Together AI6 items

Capabilities

Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.

Core
Tool role
KubeflowEnd-to-end ML platform
Together AIEnd-to-end ML platform
Deployment
Self-hostable / OSS core
Kubeflow✓
Together AI✗
Managed cloud available
Kubeflow✗
Together AI✓
On-prem / VPC deployment
Kubeflow✓
Together AI✓
Observability
LLM tracing / observability
Kubeflow-
Together AI✗
Evaluation (offline / LLM-judge / human)
Kubeflow-
Together AI✓
Dev
Prompt management + versioning
Kubeflow-
Together AI✗
Tracking
Experiment tracking / model registry
Kubeflow✓
Together AI✗
Serving
Model serving / inference endpoint
Kubeflow✓
Together AI✓
Interop
OpenTelemetry / OpenLLMetry compatible
Kubeflow-
Together AI✗
Framework-agnostic
Kubeflow✓
Together AI✓
Gateway
Multi-provider model support
Kubeflow✓
Together AI✓
Data
No-train-on-customer-data guarantee
KubeflowYes
Together AIYes

What each one is

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

Kubeflow

Kubeflow is an open-source platform that provides composable, Kubernetes-native tools for the entire AI lifecycle, including model training, hyperparameter tuning, pipeline orchestration, model management, and notebook environments. It enables AI teams to build scalable ML systems on any Kubernetes infrastructure.

Independently observed

Together AI

Leader

Together AI provides cloud infrastructure for deploying, fine-tuning, and training open-source AI models. It offers flexible deployment options including serverless inference, batch processing, reserved throughput, and dedicated GPU instances with optimized performance and cost efficiency.

Independently observed

Pricing

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

Kubeflow

Open source
as of verify ↗

Together AI

Leader
from $0.00/million tokensUsage-basedFree tier

Pay-per-token usage starting from $0.0015 per 1M tokens. Free tier available. Dedicated instances and reserved throughput available upon request.

  • BuildFree
    • Discord community support
  • ScaleFrom $0.0015 per 1M tokens
    • Serverless inference
    • Batch API
    • Standard Support (business hours)
  • EnterpriseContact sales
    • Provisioned throughput
    • Dedicated GPU instances
    • Silver/Gold Support
    • Dedicated support engineer
as of verify ↗

Platform & deployment

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

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

Integrations

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

Kubeflow

9 total
  • PyTorch
  • TensorFlow
  • JAX
  • XGBoost
  • Spark
  • HuggingFace
  • DeepSpeed
  • Megatron
  • MLX
Independently observed

Together AI

Leader

Not documented yet.

Still deciding?

Kubeflow or Together 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.