Comparison

ChainForge vs Humanloop

No clear leader: Humanloop (55.9) and ChainForge (54.3) 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.
ChainForge54
Humanloop56
Score
vioscaleAI score
ChainForge54 / 100medium · 54%
Humanloop56 / 100high · 75%
Pricing
Free tier
ChainForge✓
Humanloop✓
Model
ChainForgeopen_source
Humanloopfreemium
Price level
ChainForgefree
Humanlooplow
Transparent
ChainForge✓
Humanloop✗
Integrations
Count
ChainForge5
Humanloop5
Security
Certifications
ChainForge–
HumanloopSOC 2 Type II
Disclosure policy
ChainForge–
Humanloop✓
Gdpr
ChainForge–
Humanloop✓
Hipaa
ChainForge–
Humanloop✓
Soc2
ChainForge–
Humanloop✓
Trust center
Adoption
Dependent repos
ChainForge0
Humanloop–
Github stars
ChainForge3,036
Humanloop–
Activity
Commits last 30d
ChainForge49
Humanloop–
Release
Cadence days
ChainForge25
Humanloop–
History
ChainForge20 items
Humanloop–
License
Spdx
ChainForgeMIT
Humanloop–
Language
Primary
ChainForgeTypeScript
Humanloop–
Market
Content
Faq
ChainForge6 items
Humanloop7 items

Capabilities

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

Capabilities
Versioning model
ChainForge-
HumanloopHybrid
Diff and rollback
ChainForge-
Humanloop✓
Deploy without redeploy
ChainForge-
Humanloop-
Non engineer editing
ChainForge✓
Humanloop✓
Multi model playground
ChainForge✓
Humanloop✓
Ab testing
ChainForge✓
Humanloop✓
LLM judge or human eval
ChainForge✓
Humanloop✓
Multi step flows
ChainForge✓
Humanloop✓
Approval workflow
ChainForge-
Humanloop-
Tracing included
ChainForge-
Humanloop✓
Self hostable
ChainForge✓
Humanloop✓
Deployment model
ChainForgeSelf hosted
Humanloop-
Pricing model
ChainForgeOpen source self host
HumanloopUsage/seat based saas

What each one is

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

ChainForge

A visual environment for systematically comparing and evaluating LLM prompts, models, and their responses through data flow workflows.

Independently observed

Humanloop

An enterprise platform that helps teams evaluate language model performance, manage and version prompts, and monitor AI systems in production.

Independently observed

Pricing

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

ChainForge

Open source
as of verify ↗

Humanloop

SubscriptionFree tier

Free trial. Monthly billing with no long-term commitment for standard plans; annual billing available for enterprise.

  • Free TrialFree
  • EnterpriseContact sales
    • SSO + SAML
    • Role-based access controls
    • Hands-on support with SLA
    • VPC deployment add-on
as of verify ↗

Platform & deployment

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

Platforms
Web
ChainForge✓
Humanloop✓
Deployment
Cloud / SaaS
ChainForge✓
Humanloop✓
Self-hosted
ChainForge✓
Humanloop✓

Integrations

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

In common (1)
  • OpenAI

ChainForge

6 total - 5 not shared
  • Google Gemini
  • Alpaca
  • Llama
  • Dalai
  • Ollama
Independently observed

Humanloop

6 total - 5 not shared
  • Git
  • CI/CD pipelines
  • Vercel AI SDK
  • Anthropic
  • CI/CD
Independently observed
Still deciding?

ChainForge or Humanloop: 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.