# firecrawl vs Reducto

| Attribute | firecrawl | Reducto |
|---|---|---|
| **Vioscale score** | 63.5 (69% (medium)) | 62.2 (74% (medium)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 0 | - |
| adoption.github_stars | 172,732 | - |
| content.faq | `[{"answer":"Firecrawl is an open-source API that enables applications to search, scrape, and interact with web content at scale. It provides data extraction optimized for AI systems, including large language models and AI agents that need structured web data.","source":"https://firecrawl.dev","question":"What is firecrawl and what can it do?","confidence":1},{"answer":"Firecrawl is available as a cloud-hosted service or can be self-hosted on your own infrastructure, including on-premises deployments. This flexibility allows organizations to choose the deployment model that best fits their security and infrastructure requirements.","source":"https://firecrawl.dev","question":"What deployment options does firecrawl offer?","confidence":0.95},{"answer":"Yes, firecrawl offers a free tier with monthly credits and limited concurrent requests that never requires a payment method. Paid plans are available for projects requiring higher usage limits and concurrency.","source":"https://firecrawl.dev","question":"Does firecrawl have a free tier?","confidence":0.95},{"answer":"Firecrawl is accessible via a REST API and a command-line interface (CLI) for developers. The platform includes comprehensive API documentation to support integration into applications and workflows.","source":"https://firecrawl.dev","question":"How do I access firecrawl—what are the available interfaces?","confidence":0.95},{"answer":"Firecrawl is purpose-built to work with AI agents and large language models, and supports the Model Context Protocol (MCP) for seamless integration. This makes it well-suited for AI applications that require real-time web interaction capabilities.","source":"https://firecrawl.dev","question":"Can firecrawl integrate with AI agents and LLMs?","confidence":0.95},{"answer":"Firecrawl uses a freemium model with usage-based credits. Pricing tiers are based on monthly credit allowances and concurrent request limits, allowing you to scale costs with your application's needs.","source":"https://firecrawl.dev","question":"What does firecrawl's pricing model look like?","confidence":0.9},{"answer":"Yes, firecrawl supports CI integration, enabling you to embed web scraping and interaction capabilities directly into your development and deployment pipelines.","source":"https://firecrawl.dev","question":"Can I incorporate firecrawl into my CI/CD workflows?","confidence":0.9},{"answer":"Firecrawl is trusted by over 150,000 companies for web data extraction and automation. The open-source nature of the project allows for community contribution and transparency.","source":"https://firecrawl.dev","question":"How widely is firecrawl used?","confidence":0.95}]` | - |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` |
| description.long | Firecrawl extracts clean, structured web content in various formats, automatically handles JavaScript rendering and dynamic page structures, and supports use cases from research and data extraction to competitive intelligence and content monitoring. | A document processing platform that converts PDFs, images, and other file formats into structured JSON using OCR and vision language models. Enables parsing, extraction, splitting, classification, and form filling through unified APIs designed for enterprise-grade accuracy. |
| features.capabilities | `{"api_docs":true,"rest_client":true,"collaboration":true,"pricing_model":"pay_per_page_api","ci_integration":true,"automated_testing":true,"architecture_model":"managed_cloud_api","web_scraping_to_markdown_or_json":true,"pdf_and_multimodal_image_ocr_parsing":true,"zero_data_retention_privacy_guarantees":true,"javascript_rendering_for_spa_web_scraping":true,"strict_json_schema_forcing_and_validation":true,"tabular_layout_preservation_for_complex_tables":true}` | `{"soc2_type_ii":true,"pricing_model":"pay_per_page_api","architecture_model":"managed_cloud_api","mit_or_apache_permissive_oss_license":true,"pdf_and_multimodal_image_ocr_parsing":true,"zero_data_retention_privacy_guarantees":true,"native_chunking_and_vectorization_for_rag":true,"strict_json_schema_forcing_and_validation":true,"fine_tuned_document_layout_analysis_models":true,"tabular_layout_preservation_for_complex_tables":true}` |
| integrations.count | 6 | 4 |
| integrations.list | `[{"name":"MCP"},{"name":"Claude"},{"name":"Cursor"},{"name":"Windsurf"},{"name":"Claude Code"},{"name":"Codex"},{"name":"OpenCode"}]` | `[{"name":"AWS Marketplace"},{"name":"Claude"},{"name":"Cursor"},{"name":"VS Code"}]` |
| language.primary | TypeScript | - |
| license.spdx | AGPL-3.0 | - |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Free","summary":"Free forever with 1,000 credits/month","features":["Scrape 1,000 pages","2 concurrent requests","Low rate limits"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"A lightweight way to get started. No cost, no card, no hassle.","contactSales":false,"includedLimits":{"pages_scrapable":"1,000","credits_per_month":"1,000","concurrent_requests":"2"}},{"free":false,"name":"Hobby","summary":"5,000 credits/month, billed annually (saves £28)","features":["Scrape 5,000 pages","5 concurrent requests","Basic support"],"commitment":"annual","description":"Great for side projects and small tools.","contactSales":false,"includedLimits":{"pages_scrapable":"5,000","credits_per_month":"5,000","concurrent_requests":"5"}},{"free":false,"name":"Standard","summary":"100,000 credits/month, billed annually (saves £147)","features":["Scrape 100,000 pages","50 concurrent requests","Standard support"],"commitment":"annual","description":"Perfect for scaling with less effort. Simple, solid, dependable.","contactSales":false,"includedLimits":{"pages_scrapable":"100,000","credits_per_month":"100,000","concurrent_requests":"50"}},{"free":false,"name":"Growth","summary":"500,000 credits/month, billed annually (saves £593)","features":["Scrape 500,000 pages","100 concurrent requests","Priority support"],"commitment":"annual","description":"Built for high volume and speed. Firecrawl at full force.","contactSales":false,"includedLimits":{"pages_scrapable":"500,000","credits_per_month":"500,000","concurrent_requests":"100"}},{"free":false,"name":"Scale","summary":"£445/month, billed annually (saves £1,337)","features":["Scrape 1,000,000 pages","150 concurrent requests","Priority support"],"commitment":"annual","components":[{"kind":"fixed","amount":445,"period":"month","currency":"GBP"}],"description":"For teams scaling their data pipelines.","contactSales":false,"includedLimits":{"pages_scrapable":"1,000,000","credits_per_month":"1,000,000","concurrent_requests":"150"}},{"free":false,"name":"Enterprise","summary":"Custom pricing. Contact sales.","features":["Scrape unlimited pages","Custom concurrent requests","Dedicated support & SLA","Bulk discounts","Zero-data retention","SSO & advanced security"],"description":"Power at your pace with custom solutions.","contactSales":true,"includedLimits":{"pages_scrapable":"Unlimited","credits_per_month":"Custom"}}],"summary":"Free tier with 1,000 credits/month. Paid plans from Hobby to Enterprise with annual billing. Credits consumed per request: Scrape/Crawl/Map/Monitor = 1 credit/page; Search = 2 credits/10 results; Interact = 2 credits/browser minute.","currency":"USD","freeTier":true,"sourceUrl":"https://firecrawl.dev","retrievedAt":"2026-07-31T10:20:31.955Z","startingPrice":{"amount":445,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` | `{"type":"usage","plans":[{"free":true,"name":"Standard","summary":"Free tier (15K credits), then $0.015/credit","features":["Parse, Extract, Edit, Split APIs","30+ file types (PDF, PNG, JPEG, XLTM, QPW, PPTX, PPT, HTML)","Table, form, image, graph, equation parsing","Layout analysis and bounding boxes","Structured schema extraction with citations","Multilingual OCR and automatic page rotation","Custom webhooks, enrichment VLM, table clustering, document splitting"],"minSeats":5,"components":[{"per":{"qty":1,"unit":"credit"},"kind":"metered","amount":0.015,"currency":"USD"}],"description":"Pay-as-you-go for early-stage teams","contactSales":false,"includedLimits":{"throughput":"350 guaranteed concurrent pages","free_credits":"15k","studio_seats":"5"}},{"free":false,"name":"Growth","summary":"Custom pricing. Volume discounts, zero data retention, BAA, premium support, regional endpoints","features":["Everything in Standard","Volume discounts","Zero data retention agreement","Business Associate Agreement (BAA)","Premium rate limits and priority support","EU/AU data residency endpoints","Studio evaluations"],"description":"Built for scaling teams","contactSales":true,"includedLimits":{"studio_seats":"unlimited"}},{"free":false,"name":"Enterprise","summary":"Custom pricing. Full infrastructure control, on-premises deployment, dedicated support","features":["Everything in Growth","VPC and on-premises deployments","Custom MSA, SLA, rate limits, and throughput","Custom processing pipelines","Dedicated on-call support","Role-based access control, SSO, SAML"],"description":"Built for full control & custom needs","contactSales":true}],"addOns":[{"name":"Batch Processing","components":[{"of":"parsing_credits","kind":"percentage","rate":-20}]}],"summary":"Free tier (15K credits), then $0.015/credit. Custom pricing for Growth and Enterprise. 20% discount on batch processing.","currency":"USD","freeTier":true,"sourceUrl":"https://reducto.ai/pricing","retrievedAt":"2026-08-25T21:44:09.690Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | low |
| pricing.transparent | yes | yes |
| release.cadence_days | 15 | - |
| release.history | `[{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.11.0","date":"2026-06-19T15:09:30Z","type":"stable","version":"v2.11.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.10","date":"2026-05-15T17:34:45Z","type":"stable","version":"v2.10"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.9.0","date":"2026-04-10T16:36:16Z","type":"stable","version":"v2.9.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.8.0","date":"2026-02-03T17:12:04Z","type":"stable","version":"v2.8.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.7.0","date":"2025-12-05T17:40:32Z","type":"stable","version":"v2.7.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.6.0","date":"2025-11-14T16:13:52Z","type":"stable","version":"v2.6.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.5.0","date":"2025-10-30T04:02:37Z","type":"stable","version":"v2.5.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.4.0","date":"2025-10-13T15:09:11Z","type":"stable","version":"v2.4.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.3.0","date":"2025-09-19T19:01:01Z","type":"stable","version":"v2.3.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.2.0","date":"2025-09-12T14:59:28Z","type":"stable","version":"v2.2.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.1.0","date":"2025-08-29T17:22:37Z","type":"stable","version":"v2.1.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.0.1","date":"2025-08-26T17:18:17Z","type":"stable","version":"v2.0.1"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v2.0.0","date":"2025-08-19T15:27:57Z","type":"stable","version":"v2.0.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.15.0","date":"2025-07-18T14:34:04Z","type":"stable","version":"v1.15.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.14.0","date":"2025-07-04T16:37:59Z","type":"stable","version":"v1.14.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.13.0","date":"2025-06-27T15:19:08Z","type":"stable","version":"v1.13.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.12.0","date":"2025-06-20T15:49:49Z","type":"stable","version":"v1.12.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.11.0","date":"2025-06-13T15:03:33Z","type":"stable","version":"v1.11.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.10.0","date":"2025-06-03T19:37:13Z","type":"stable","version":"v1.10.0"},{"url":"https://github.com/firecrawl/firecrawl/releases/tag/v1.9.0","date":"2025-05-16T18:04:45Z","type":"stable","version":"v1.9.0"}]` | - |
| reliability.sla_pct | - | 99.9 |
| security.hipaa | - | yes |
| security.soc2 | yes | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=maven&package_name=com.firecrawl%3Afirecrawl-java&per_page=100","last_12m":0,"max_severity":null}` | - |

## Capabilities (AI Data Extraction Agents)

| Capability | firecrawl | Reducto |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Architecture model | Managed cloud API | Managed cloud API |
| PDF and multimodal image OCR parsing | ✓ | ✓ |
| Web scraping to markdown or json | ✓ | - |
| Tabular layout preservation for complex tables | ✓ | ✓ |
| Strict json schema forcing and validation | ✓ | ✓ |
| Fine tuned document layout analysis models | - | ✓ |
| Native chunking and vectorization for rag | - | ✓ |
| Javascript rendering for spa web scraping | ✓ | - |
| Human in the loop hitl confidence review queue | - | - |
| Zero data retention privacy guarantees | ✓ | ✓ |
| SOC2 type ii | - | ✓ |
| Mit or apache permissive oss license | - | ✓ |
| Pricing model | Pay per page API | Pay per page API |

*Source: Vioscale. Generated 2026-09-01T16:48:46.418Z. "-" = undocumented, not absent.*