Humanloopvs
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Windsurf: The agentic IDE
Humanloop
The LLM evals platform for enterprises
As of 29 August 2026, Humanloop is free to use. Platform for prompt management, evaluation, and observability of LLM applications for enterprises. Softwr lists it under Software Development.
Overview
What Humanloop does
Platform for prompt management, evaluation, and observability of LLM applications for enterprises.
What people use it for
- LLM prompt management and evaluation
- AI workflow automation and testing
- Model monitoring and logging at scale
The honest half
Where it falls short
Concrete and checkable, so you can decide whether any of them matter to you. This is the half of a review a vendor will not write about Humanloop.
- No published pricing for standard plans; customers must contact sales for quotes
- Billing based on logs created per API call, making costs unpredictable without usage estimates
- Separate charges apply from AI providers (OpenAI, Anthropic, etc.) using customer's own API keys, adding external costs
Cross-shopped
What people choose instead of Humanloop
Each pairing was judged by two reviewers asking whether a buyer would genuinely weigh the two against each other. The ones that failed were deleted rather than published.
- HumanloopvsZed
Zed: Code at the speed of thought
- HumanloopvsCursor
Cursor: The AI-first code editor
- HumanloopvsAAmp
Amp: Amp is the frontier agent
Pricing
What Humanloop costs
Taken from the vendor's own pricing page. Prices move, so check before you buy.
Free Trial
Free
- 2 members
- 50 evaluation runs
- 10,000 logs per month
- Access to all features with limited log volumes
Startup Program
On request
- Tailored pricing for early-stage, VC-backed startups
Enterprise
On request
- Custom pricing
- SSO + SAML authentication
- Role-based access controls
- Hands-on support with SLA
- VPC deployment add-on available
Answered, with sources
Questions people ask
Each answer names the page it came from, so you can check it rather than take our word for it.
How much does Humanloop cost?
Humanloop offers a free trial with 2 members and 10,000 logs per month. Startup program and Enterprise plans require contacting sales for custom pricing based on usage needs.
SourceWhat are the limits on Humanloop's free trial plan?
Free trial includes 2 members, 50 evaluation runs, and 10,000 logs per month with access to all features at limited volume.
SourceHow is Humanloop usage billed?
Humanloop bills based on logs created per API call to prompts, tools, evaluators, or flows. Separate charges apply from external AI providers like OpenAI and Anthropic using the customer's own API keys.
SourceDoes Humanloop offer discounts for nonprofits or academics?
Academic and nonprofit pricing is available upon request, requiring contact with sales for customized rates.
SourceKeep looking
Where to go from Humanloop
- Humanloop alternativesEvery product people weigh against it
- Humanloop pricingPlans, floors and what the tiers exclude
- Humanloop badgesWhich rules it meets, and the figure behind each
- All Software Development softwareThe full category
- Best Software Development softwareThe shortlist, and how it was cut
Best Software Development software for
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Softwr does not host reviews and shows no star rating for Humanloop, because a rating we did not collect is not ours to publish. What is here is the pricing and platform detail from the vendor’s own pages, limitations we could state concretely, and alternatives a reviewer confirmed people weigh against it. Tell us if any of it is wrong.
More on Humanloop
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