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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 →

Team size

Budget

Use case

Stage

Cluster

Stack Layers
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
Humanloop
vs
Galileo

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

Choose Galileo when…

  • •You need real-time LLM guardrails in your production pipeline
  • •You want eval models fast enough (<200ms) to run inline with inference
  • •You need hallucination and RAG quality scoring at production latency
Field
Humanloop
Galileo
Category
Prompt & Eval
Prompt & Eval
Type
SaaS
SaaS
Free Tier
✓ Yes
✓ Yes
Plans
Free: $0Growth: $200/mo
Free: $0Pro: Usage-based
Stars
—
—
Health
—
—
Trajectory
— not enough data
— not enough data

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.

Galileo

LLM evaluation platform with evaluation models that run in under 200ms — fast enough to use as production guardrails, not just offline eval. Covers hallucination detection, RAG quality, and safety scoring. Distinct from Galileo AI (the UI design tool).

Humanloop Website ↗
Galileo Website ↗

Only Humanloop (3)

VellumPromptLayerGalileo

Only Galileo (5)

DeepEvalPromptFooHumanloopLangChainOpenAI API
See full comparison in Explore →