Comparison

Metaflow 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.

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Metaflow56
★Together AI77
Score
vioscaleAI score
Metaflow56 / 100medium · 63%
Together AI77 / 100medium · 59%
Pricing
Free tier
Metaflow✓
Together AI✓
Model
Metaflowopen_source
Together AIfreemium
Price level
Metaflowfree
Together AIlow
Starting price
Metaflow–
Together AI$0.00
Transparent
Metaflow–
Together AI✓
Integrations
Count
Metaflow3
Together AI–
Security
Disclosure policy
Metaflow–
Together AI✓
Gdpr
Metaflow–
Together AI✓
Iso27001
Metaflow–
Together AI✓
Scorecard
Metaflow6.9
Together AI–
Soc2
Metaflow–
Together AI✓
Trust center
Metaflow–
Reliability
Sla pct
Metaflow–
Together AI99
Status page
Metaflow✓
Together AI✓
Adoption
Dependent repos
Metaflow106
Together AI–
Github stars
Metaflow10,304
Together AI–
Package downloads weekly
Metaflow103,395
Together AI–
Activity
Commits last 30d
Metaflow13
Together AI–
Release
Cadence days
Metaflow5
Together AI–
History
Metaflow20 items
Together AI–
License
Spdx
MetaflowApache-2.0
Together AI–
Language
Primary
MetaflowPython
Together AI–
Content
Faq
Metaflow7 items
Together AI6 items

Capabilities

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

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

What each one is

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

Metaflow

An open-source tool that enables data scientists and engineers to move from local experimentation to scalable production systems, with features for tracking experiments, versioning data and models, and orchestrating compute across multiple cloud platforms or self-hosted 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.

Metaflow

Open sourceFree tier
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
Metaflow✗
Together AI✓
CLI
Metaflow✓
Together AI✓
Deployment
Cloud / SaaS
Metaflow✓
Together AI✓
Self-hosted
Metaflow✓
Together AI✗

Integrations

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

Metaflow

4 total
  • AWS
  • Azure
  • Google Cloud
  • IPython
Independently observed

Together AI

Leader

Not documented yet.

Still deciding?

Metaflow 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.