promptfoo is a comprehensive testing and evaluation framework for Large Language Models (LLMs). It helps developers and enterprises compare prompt quality, evaluate model performance, and enhance AI security through systematic testing, benchmarking, and AI-powered red teaming. It supports over 50 LLM providers, including local models, and offers a developer-friendly CLI for seamless integration into development workflows.
Refine is an open-source, React-based framework for rapidly building enterprise-grade internal tools, admin panels, dashboards, and B2B applications. It combines the speed of low-code solutions with the flexibility of full-code development, featuring an AI-powered generator to instantly create applications from APIs.
Product overview
promptfoo Product overview
promptfoo is a comprehensive testing and evaluation framework for Large Language Models (LLMs). It helps developers and enterprises compare prompt quality, evaluate model performance, and enhance AI security through systematic testing, benchmarking, and AI-powered red teaming. It supports over 50 LLM providers, including local models, and offers a developer-friendly CLI for seamless integration into development workflows.
Refine Product overview
Refine is an open-source, React-based framework for rapidly building enterprise-grade internal tools, admin panels, dashboards, and B2B applications. It combines the speed of low-code solutions with the flexibility of full-code development, featuring an AI-powered generator to instantly create applications from APIs.
Detailed feature comparison
| Feature | promptfoo | Refine |
|---|---|---|
| Primary category | Low Code No Code | Internal Tools |
| Added | 2025-08-03 | 2025-08-13 |
| Pricing | Freemium | Freemium |
| Official website | www.promptfoo.dev | refine.dev |
| Product type | Website | Website |
| Performance data | ||
| User rating | Not verified | Not verified |
| Comments | 0 | 0 |
| Monthly visits | 160.6K | 269.4K |
| Monthly growth | -14.7% | -2.3% |
| Favorites | 108 | 121 |
| Details | View details | View details |
promptfoo vs Refine monthly traffic
Compare promptfoo and Refine by monthly reach, traffic trend, visit depth, top regions, and acquisition sources.
How to interpret the traffic data
In the promptfoo vs Refine monthly traffic comparison, promptfoo currently shows 160.6K visits and Refine shows 269.4K; Refine has about 1.7 times the visible traffic of promptfoo, an absolute difference of about 108.8K visits. This reflects visible reach, not feature quality or paid users.
Both tools provide verified traffic details, so monthly trends, visit depth, regions, and acquisition sources can be compared on the same basis.
promptfoo monthly traffic:
Latest traffic
Monthly traffic trend
- 2025/9: 86.7K Monthly visits
- 2026/1: 152K Monthly visits
- 2026/2: 141.3K Monthly visits
- 2026/3: 314.1K Monthly visits
- 2026/4: 188.4K Monthly visits
- 2026/5: 160.6K Monthly visits
Top regions
Top 5 countries/regions
| Country/region | Percentage | Traffic |
|---|---|---|
| 🇺🇸United States | 44.82% | 72K |
| 🇮🇳India | 19.97% | 32.1K |
| 🇻🇳Vietnam | 16.77% | 26.9K |
| 🇩🇪Germany | 10.56% | 17K |
| 🇮🇩Indonesia | 7.88% | 12.7K |
Traffic sources
| Source type | Percentage | Traffic |
|---|---|---|
| Direct | 71.16% | 114.3K |
| Referral | 28.69% | 46.1K |
| 0.15% | 241 |
Search keywords
Refine monthly traffic:
Latest traffic
Monthly traffic trend
- 2025/9: 385.8K Monthly visits
- 2026/1: 385.5K Monthly visits
- 2026/2: 299.1K Monthly visits
- 2026/3: 301.9K Monthly visits
- 2026/4: 275.7K Monthly visits
- 2026/5: 269.4K Monthly visits
Top regions
Top 5 countries/regions
| Country/region | Percentage | Traffic |
|---|---|---|
| 🇺🇸United States | 25.94% | 69.9K |
| 🇮🇳India | 25.16% | 67.8K |
| 🇻🇳Vietnam | 16.66% | 44.9K |
| 🇬🇧United Kingdom | 16.61% | 44.8K |
| 🇧🇷Brazil | 15.63% | 42.1K |
Traffic sources
| Source type | Percentage | Traffic |
|---|---|---|
| Direct | 81.53% | 219.7K |
| Referral | 16.72% | 45K |
| 1.75% | 4.7K |
Search keywords
Usage comparison
Compare the core capabilities of promptfoo and Refine
promptfoo Core features
Refine Core features
Use cases
promptfoo Use cases
Refine Use cases
promptfoo vs Refine:In-depth comparison and selection guidance
First decide whether the products solve the same kind of need
This in-depth promptfoo vs Refine comparison uses only the product records, taxonomy, audience, traffic, and community signals available on this page. promptfoo is primarily listed under “Low Code No Code”, while Refine is primarily listed under “Internal Tools”, so the first decision is whether your actual task matches their recorded scope.
The structured fields currently show these decision-relevant differences: Primary category (promptfoo: Low Code No Code; Refine: Internal Tools); Monthly visits (promptfoo: 160.6K; Refine: 269.4K); Monthly growth (promptfoo: -14.7%; Refine: -2.3%); Favorites (promptfoo: 108; Refine: 121); Website (promptfoo: www.promptfoo.dev; Refine: refine.dev). These facts are more useful for selection than brand visibility alone.
What market visibility and monthly traffic mean
In the promptfoo vs Refine monthly traffic comparison, promptfoo currently shows 160.6K visits and Refine shows 269.4K; Refine has about 1.7 times the visible traffic of promptfoo, an absolute difference of about 108.8K visits. This reflects visible reach, not feature quality or paid users.
Both tools provide verified traffic details, so monthly trends, visit depth, regions, and acquisition sources can be compared on the same basis.
If public market visibility is an important first-pass criterion, investigate Refine first. The final choice should still follow taxonomy, use case, and a real trial because higher traffic does not prove broader capabilities or better workflow fit.
Product positioning, use cases, and roles
promptfoo and Refine currently overlap in shared categories: Low Code No Code; shared tags: developer tools and open source. This can place both on the same shortlist, but it does not prove equal implementation, depth, or cost.
promptfoo's unique categories/tags are Testing, Prompt Engineering, Ai Security, AI security, cli, LLM evaluation, model comparison, and prompt engineering; Refine's are Internal Tools, Developer Tools, admin panel, API, B2B apps, CRUD, dashboard, and framework. These unique fields are the strongest differentiators: validate the product whose recorded scope matches the task instead of following traffic alone.
What ratings, comments, and favorites can tell you
promptfoo has no verified rating, 0 comments, 108 favorites, and 92 likes;Refine has no verified rating, 0 comments, 121 favorites, and 126 likes。
Neither product has enough rating or comment samples for a credible reputation ranking.
Selection guidance by actual need
When to evaluate promptfoo first
Put promptfoo on the priority trial list when the task aligns with “Low Code No Code” and especially Testing, Prompt Engineering, Ai Security, AI security, cli, and LLM evaluation. This follows recorded positioning and does not imply unlisted capabilities are absent.
promptfoo also currently records: pricing is freemium, product type is website, 160.6K verified monthly visits, no verified user rating. Verify any hard requirement around price, platform, or reach before trial, and do not let sparse review data substitute for testing.
When to evaluate Refine first
Put Refine on the priority trial list when the task aligns with “Internal Tools” and especially Internal Tools, Developer Tools, admin panel, API, B2B apps, and CRUD. This follows recorded positioning and does not imply unlisted capabilities are absent.
Refine also currently records: pricing is freemium, product type is website, 269.4K verified monthly visits, no verified user rating. Verify any hard requirement around price, platform, or reach before trial, and do not let sparse review data substitute for testing.
How to validate the recommendation before deciding
The available data describes positioning, public visibility, and community signals, but it cannot prove output quality, speed, integration effort, privacy, or long-term cost in your workflow. Before deciding, run the same representative tasks in promptfoo and Refine, then record completion time, accuracy, manual corrections, and the real paid threshold. A like-for-like trial turns this comparison into a defensible adoption decision.
Comparison FAQ
How should I choose between promptfoo and Refine?
Where does this comparison data come from?
What do unknown fields mean?
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