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207 tools · 25 stacks

AI tools are all over the place. This is the full landscape — 207 tools across 17 categories, mapped and connected. Ready to narrow it down? Build your stack →

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What are you building and how is it defined?
How do you write and ship code?
How does your AI think and act?
Which models and infrastructure power it?
How do you build, observe, and extend it?
These tools competes with
PromptLayer
vs
Humanloop

Choose PromptLayer when…

  • •You want prompt versioning and request logging
  • •Prompt history, replay, and A/B testing matter
  • •You need visibility into what prompts are running in production

Choose Humanloop when…

  • •managing prompts as production artifacts with version control
  • •running A/B tests across different models and prompt variants
  • •need human labeling and automated evals in one platform
Field
PromptLayer
Humanloop
Category
Prompt & Eval
Prompt & Eval
Type
SaaS
SaaS
Free Tier
✓ Yes
✓ Yes
Plans
Pro: Paid
Free: $0Growth: $200/mo
Stars
—
—
Health
—
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Trajectory
— not enough data
— not enough data

PromptLayer

Log every LLM request, version prompts, and run A/B tests. Provides a visual interface for prompt engineering teams to iterate collaboratively.

Humanloop

Humanloop is a platform for managing prompts, running experiments, and evaluating LLM outputs in production. It provides a prompt editor, version history, A/B testing across models, and human plus automated eval workflows — keeping your prompts in sync with your code.

PromptLayer Website ↗
Humanloop Website ↗

Only PromptLayer (2)

LangfuseHumanloop

Only Humanloop (3)

VellumPromptLayerGalileo
See full comparison in Explore →