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PromptLayer

Collaboration platform for prompt management, evaluation, and observability

As of 29 August 2026, PromptLayer has a free plan and paid plans start at $49/month. AI engineering platform combining prompt registry, evaluations, observability, and agent tracing for teams. Softwr lists it under AI. PromptLayer is available on Web, API.

Overview

What PromptLayer does

PromptLayer is an AI engineering platform that combines a prompt registry, visual CMS, LLM evaluations, observability, and agent tracing. It lets teams version, test, and deploy prompts without redeploying applications, connects production traces back to prompt versions, and runs dataset-backed evaluations with human review before shipping changes.

What people use it for

  • Versioning and deploying prompts without code redeploys
  • Running evaluations with human review before production release
  • Tracing multi-step agent workflows for debugging
  • Monitoring LLM cost and latency by feature

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 PromptLayer.

  • The free plan is capped at only 2,500 requests per month, quite limited for active production use.
  • The Team plan jumps to $500/month, a large step up from the $49/month Pro plan.
  • Overage transaction fees apply on top of subscription costs, which can make total spend less predictable.
  • Enterprise-grade features like HIPAA BAAs and custom deployment require contacting sales.

Cross-shopped

What people choose instead of PromptLayer

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.

  • PromptLayer logo
    PromptLayer
    vs
    Helicone logo
    Helicone

    Helicone: Helicone provides similar open-source LLM observability and gateway functionality.

  • PromptLayer logo
    PromptLayer
    vs
    Galileo logo
    Galileo

    Galileo: Galileo focuses on LLM evaluation and monitoring for enterprise-scale GenAI applications.

Pricing

What PromptLayer costs

Taken from the vendor's own pricing page. Prices move, so check before you buy.

Free

Free

  • 5 users
  • 2,500 requests/month
  • 1 workspace
  • 250 eval cell executions/month
  • 10MB max per dataset

Pro

$49 /mo

  • Unlimited playgrounds and workspaces
  • 150MB datasets
  • Pay-as-you-go overage at $0.003/transaction

Team

$500 /mo

  • 25 users
  • 100k+ monthly requests
  • Webhooks
  • 1GB datasets
  • $0.002/transaction overage rate

Enterprise

On request

  • Custom limits
  • Role-based access controls
  • HIPAA with BAA
  • Flexible hosting
  • Dedicated support

Capabilities

Features

  • Visual prompt management

    Edit, version, test, and deploy prompts without redeploying the application.

  • Agent observability

    Connects production traces to specific prompt versions to inspect failures and cost.

  • Evaluations

    Runs dataset-backed tests with human review and automated graders before deployment.

  • Version control

    Keeps immutable history, diffs, release labels, and rollback for prompts.

  • Cost and latency monitoring

    Tracks cost and latency trends by feature and model.

  • Agent workflow tracing

    Builds and traces multi-step agent operations in one workspace.

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.

What does PromptLayer cost?

PromptLayer has a free plan, a Pro plan at $49/month, a Team plan at $500/month, and custom Enterprise pricing, with additional usage billed per transaction beyond plan limits.

Source
Is there a free plan, and what are its limits?

The Free plan includes 5 users, 2,500 requests per month, 1 workspace, 250 monthly eval cell executions, and datasets up to 10MB.

Source
How is usage metered beyond the plan limits?

Additional usage is charged per transaction for requests, agent runs, and evaluation cell runs, at $0.003/transaction on Pro and $0.002/transaction on Team.

Source
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Softwr does not host reviews and shows no star rating for PromptLayer, 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.

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