Consensus vs Crawlee
A side-by-side comparison to help you choose the right tool.
| Feature | Consensus | Crawlee |
|---|---|---|
| Our score | 76 | 76 |
| Pricing | Free plan with limited AI summaries. Premium plan at $8.99/month with unlimited AI features and enhanced results. | Completely free and open source (MIT license). Self-hosted on your own infrastructure. Optional paid hosting available through Apify platform. |
| Free plan | Yes | Yes |
| Best for | researchers looking for evidence-based answers from published literature, students writing papers who need quick access to relevant studies, health professionals seeking clinical evidence summaries, science communicators fact-checking claims against published research | developers who want full control over their crawling infrastructure, teams building custom scraping pipelines that need maximum flexibility, open-source enthusiasts who prefer self-hosted solutions, engineers integrating web crawling into existing Node.js applications |
| Platforms | web | api |
| API | No | No |
| Languages | en | en |
| Pros |
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| Cons |
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| Visit site | Visit site |
- Pricing
- Free plan with limited AI summaries. Premium plan at $8.99/month with unlimited AI features and enhanced results.
- Free plan
- Yes
- Best for
- researchers looking for evidence-based answers from published literature, students writing papers who need quick access to relevant studies, health professionals seeking clinical evidence summaries, science communicators fact-checking claims against published research
- Platforms
- web
- API
- No
- Languages
- en
Crawlee
76
- Pricing
- Completely free and open source (MIT license). Self-hosted on your own infrastructure. Optional paid hosting available through Apify platform.
- Free plan
- Yes
- Best for
- developers who want full control over their crawling infrastructure, teams building custom scraping pipelines that need maximum flexibility, open-source enthusiasts who prefer self-hosted solutions, engineers integrating web crawling into existing Node.js applications
- Platforms
- api
- API
- No
- Languages
- en
76Choose Consensus if:
- You are researchers looking for evidence-based answers from published literature
- You are students writing papers who need quick access to relevant studies
- You are health professionals seeking clinical evidence summaries
- You want to start free
76Choose Crawlee if:
- You are developers who want full control over their crawling infrastructure
- You are teams building custom scraping pipelines that need maximum flexibility
- You are open-source enthusiasts who prefer self-hosted solutions
- You want to start free
FAQ
- What is the difference between Consensus and Crawlee?
- Consensus is ai-powered academic search engine that finds and summarizes answers from peer-reviewed scientific papers, helping users get evidence-based responses to research questions. Crawlee is an open-source node.js web crawling and scraping framework built by the team behind apify. provides a batteries-included toolkit for building reliable crawlers with automatic retries, proxy rotation, and headless browser support, all running on your own infrastructure.
- Which is cheaper, Consensus or Crawlee?
- Consensus: Free plan with limited AI summaries. Premium plan at $8.99/month with unlimited AI features and enhanced results.. Crawlee: Completely free and open source (MIT license). Self-hosted on your own infrastructure. Optional paid hosting available through Apify platform.. Consensus has a free plan. Crawlee has a free plan.
- Who is Consensus best for?
- Consensus is best for researchers looking for evidence-based answers from published literature, students writing papers who need quick access to relevant studies, health professionals seeking clinical evidence summaries, science communicators fact-checking claims against published research.
- Who is Crawlee best for?
- Crawlee is best for developers who want full control over their crawling infrastructure, teams building custom scraping pipelines that need maximum flexibility, open-source enthusiasts who prefer self-hosted solutions, engineers integrating web crawling into existing Node.js applications.