AI · head to head
PromptLayer vs Refact

PromptLayer
AI
Collaboration platform for prompt management, evaluation, and observability
- From
- Free
- Rated
- -

Refact
Developer Tools
Autonomous AI coding agent for development tasks
- From
- Free
- Rated
- -
The short version
- Each has a real cost: PromptLayer the free plan is capped at only 2,500 requests per month, quite limited for active production use.; Refact requires configuration for optimal performance
- They diverge on capability: PromptLayer covers Visual prompt management, Refact covers Autonomous agent workflows.
- Prices and features above were last checked on 29 August 2026.
Where they differ
Only the attributes on which PromptLayer and Refact actually diverge.
| Attribute | PromptLayer | Refact |
|---|---|---|
| Pricing model | freemium | Freemium with paid tiers |
| Platforms | web, api | VS Code, Web |
| Category | AI | Developer Tools |
| Founded | Unknown | 2023 |
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in PromptLayer
- Visual prompt management
- Agent observability
- Evaluations
- Version control
- Cost and latency monitoring
- Agent workflow tracing
Only in Refact
- Autonomous agent workflows
- IDE chat
- Real-time code completions
- GitHub integration
- Database integration
- On-premise deployment
- Multi-LLM support
- 25+ language support
What people use each for
The jobs each tool is most often brought in to do.
PromptLayer
- Versioning and deploying prompts without code redeploysnot Refact
- Running evaluations with human review before production releasenot Refact
- Tracing multi-step agent workflows for debuggingnot Refact
- Monitoring LLM cost and latency by featurenot Refact
Refact
- Autonomous code generation for development tasksnot PromptLayer
- End-to-end bug fixes and refactoringnot PromptLayer
- Multi-language software development accelerationnot PromptLayer
- Enterprise development with data privacy requirementsnot PromptLayer
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
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.
Refact
- Requires configuration for optimal performance
- On-premise deployment adds operational complexity
- Free tier limited by daily agent request quota
- Coin system adds complexity to cost calculation
Pricing, plan by plan
PromptLayer
Free- FreeFree
- 5 users
- 2,500 requests/month
- 1 workspace
- Pro$49/month
- Unlimited playgrounds and workspaces
- 150MB datasets
- Pay-as-you-go overage at $0.003/transaction
- Team$500/month
- 25 users
- 100k+ monthly requests
- Webhooks
- Enterprise$undefined/mo
- Custom limits
- Role-based access controls
- HIPAA with BAA
Refact
Free- FreeFree
- Limited daily agent usage
- Unlimited completions
- 2,000 coins for agent and chat
- Pro$10/month
- 40 daily agent requests
- 64k context window
- 10,000 coins monthly
- Enterprise$undefined/custom
- On-premise deployment
- Custom coin allocation
- Fine-tuning support
Which should you pick?
Choose PromptLayer if
- You need visual prompt management.
- You want to start without paying.
- You work on web, api.
- You also want agent observability.
Choose Refact if
- You need autonomous agent workflows.
- You want to start without paying.
- You work on VS Code, Web.
- You also want ide chat.
Questions people ask
- Is PromptLayer or Refact better?
- Neither clearly leads. PromptLayer starts at Free and Refact at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, PromptLayer or Refact?
- PromptLayer starts at Free and Refact at Free.
- Does PromptLayer or Refact run on more platforms?
- PromptLayer runs on web, api. Refact runs on VS Code, Web.
- Can I use PromptLayer for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is PromptLayer best used for?
- PromptLayer is most often used 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. Of those, versioning and deploying prompts without code redeploys and running evaluations with human review before production release are not what Refact is typically brought in for.
- What can PromptLayer do that Refact cannot?
- PromptLayer covers Visual prompt management, Agent observability, Evaluations, Version control. Refact covers Autonomous agent workflows, IDE chat, Real-time code completions, GitHub integration.
Answered from the vendors’ own pages
PromptLayer: 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.
SourceRefact: How many programming languages does Refact support?
Refact supports 25+ programming languages including Python, JavaScript, Go, Rust, Java, C++, and many others.
SourcePromptLayer: 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.
SourceRefact: Can I deploy Refact on-premises?
Yes. Refact offers on-premise deployment options for organizations requiring complete data control and privacy.
SourcePromptLayer: 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.
SourceRefact: What LLMs does Refact support?
Refact works with multiple LLMs including Claude, GPT-4, and open-source models, giving you flexibility in model selection.
SourceRelated pages
More on PromptLayer
Other head to heads
- PromptLayer vs Helicone
- PromptLayer vs Galileo
- PromptLayer vs Arize AI
- PromptLayer vs Sourcegraph Cody
- PromptLayer vs Tabnine
- PromptLayer vs Amazon Q Developer
- PromptLayer vs Jasper
- PromptLayer vs Poolside
- PromptLayer vs Writer
- PromptLayer vs Deepgram
- PromptLayer vs Vellum
- PromptLayer vs AutoGen
- PromptLayer vs Lambda Labs
- PromptLayer vs Leonardo AI
- PromptLayer vs Murf
- PromptLayer vs Pi
- PromptLayer vs Play.ht
- PromptLayer vs Replika
- PromptLayer vs GitHub Copilot
- PromptLayer vs Swagger UI
- PromptLayer vs Sweep
- PromptLayer vs Coder
- PromptLayer vs Deep Code
- PromptLayer vs Pieces for Developers
- PromptLayer vs CodeSandbox
- PromptLayer vs GNU Emacs
- PromptLayer vs Moonrepo
- PromptLayer vs Pants Build
- PromptLayer vs Atlantis
- PromptLayer vs Backstage
- PromptLayer vs Garden
- PromptLayer vs GitLab CI/CD
- PromptLayer vs HCP Terraform
- PromptLayer vs Helm
- PromptLayer vs Jitsu
- PromptLayer vs Notepad++
- Refact vs Helicone
- Refact vs Galileo
- Refact vs Arize AI
- Refact vs Sourcegraph Cody
- Refact vs Tabnine
- Refact vs Amazon Q Developer
- Refact vs Jasper
- Refact vs Poolside
- Refact vs Writer
- Refact vs Deepgram
- Refact vs Vellum
- Refact vs AutoGen
- Refact vs Lambda Labs
- Refact vs Leonardo AI
- Refact vs Murf
- Refact vs Pi
- Refact vs Play.ht
- Refact vs Replika
- Refact vs GitHub Copilot
- Refact vs Swagger UI
- Refact vs Sweep
- Refact vs Coder
- Refact vs Deep Code
- Refact vs Pieces for Developers
- Refact vs CodeSandbox
- Refact vs GNU Emacs
- Refact vs Moonrepo
- Refact vs Pants Build
- Refact vs Atlantis
- Refact vs Backstage
- Refact vs Garden
- Refact vs GitLab CI/CD
- Refact vs HCP Terraform
- Refact vs Helm
- Refact vs Jitsu
- Refact vs Notepad++
