# Flair vs Hugging Face Transformers

| Attribute | Flair | Hugging Face Transformers |
|---|---|---|
| **Vioscale score** | 40.6 (20% (low)) | 76.2 (26% (low)) |
| activity.commits_last_30d | 0 | - |
| adoption.dependent_repos | 497 | - |
| adoption.github_stars | 14,384 | - |
| deployment.options | - | `{"cloud":true}` |
| description.long | A framework providing pre-built models for natural language processing tasks including entity recognition, sentiment analysis, part-of-speech tagging, and text classification, with multilingual support and specialized biomedical text processing capabilities. | A community-driven hub where developers can create, discover, and collaborate on AI models, datasets, and applications with integrated compute resources and deployment capabilities. |
| integrations.count | - | 5 |
| integrations.list | - | `[{"name":"Kaggle"},{"name":"AWS"},{"name":"Azure"},{"name":"GCP"},{"name":"NVIDIA DGX Cloud"}]` |
| language.primary | Python | - |
| market.availability | - | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | - | `{"cli":true,"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://github.com/pricing","retrievedAt":"2026-08-19T17:44:05.951Z"}` | `{"type":"hybrid","plans":[{"free":false,"name":"PRO","summary":"$9/month","features":["Private storage","20× included inference credits","Host ZeroGPU, Gradio & Docker Spaces","8× ZeroGPU quota","Highest queue priority","PRO badge"],"minSeats":1,"commitment":"monthly","components":[{"kind":"fixed","amount":9,"period":"month","currency":"USD"}],"description":"Personal account upgrade","contactSales":false},{"free":false,"name":"Team","summary":"$20/user/month","features":["Single Sign-On","Regions","Priority Support","Audit Logs","Resource Groups","Access 45,000+ models via unified API"],"commitment":"monthly","components":[{"kind":"per_unit","unit":"seat","amount":20,"period":"month","currency":"USD"}],"description":"Growing teams","contactSales":false},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Enterprise-grade security","Access controls","Dedicated support","Custom configuration"],"components":[{"kind":"fixed","amount":50,"period":"month","currency":"USD"}],"description":"Custom onboarding and enterprise features","contactSales":true}],"addOns":[{"name":"Storage","components":[{"per":{"qty":1,"unit":"TB/month"},"kind":"metered","amount":12,"currency":"USD"},{"per":{"qty":1,"unit":"TB/month"},"kind":"metered","amount":8,"currency":"USD"},{"per":{"qty":1,"unit":"TB/month"},"kind":"metered","amount":10,"currency":"USD"}]},{"name":"Spaces Hardware","components":[{"per":{"qty":1,"unit":"hour"},"kind":"metered","amount":0.03,"currency":"USD"},{"per":{"qty":1,"unit":"hour"},"kind":"metered","amount":0.4,"currency":"USD"},{"per":{"qty":1,"unit":"hour"},"kind":"metered","amount":0.8,"currency":"USD"},{"per":{"qty":1,"unit":"hour"},"kind":"metered","amount":23.5,"currency":"USD"}]},{"name":"Inference Endpoints","components":[{"per":{"qty":1,"unit":"hour"},"kind":"metered","amount":0.033,"currency":"USD"},{"per":{"qty":1,"unit":"hour"},"kind":"metered","amount":4.5,"currency":"USD"},{"per":{"qty":1,"unit":"hour"},"kind":"metered","amount":74,"currency":"USD"}]}],"summary":"PRO at $9/month, Team from $20/user/month, storage from $8/TB/month, compute starting at $0.033/hour. Free tier available.","currency":"USD","freeTier":true,"sourceUrl":"https://huggingface.co/pricing","retrievedAt":"2026-08-19T17:47:17.911Z","startingPrice":{"amount":9,"period":"month","currency":"USD"},"billingPeriods":["month","hour"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | commercial |
| pricing.price_level | free | low |
| pricing.starting_price | - | `{"amount":9,"currency":"USD"}` |
| pricing.transparent | - | yes |
| release.cadence_days | 80 | - |
| release.history | `[{"url":"https://github.com/flairNLP/flair/releases/tag/v0.15.1","date":"2025-02-05T14:46:22Z","type":"stable","version":"v0.15.1"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.15.0","date":"2024-12-20T08:57:44Z","type":"stable","version":"v0.15.0"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.14.0","date":"2024-07-25T12:21:58Z","type":"stable","version":"v0.14.0"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.13.1","date":"2023-12-18T09:29:22Z","type":"stable","version":"v0.13.1"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.13.0","date":"2023-10-28T12:19:55Z","type":"stable","version":"v0.13.0"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.12.2","date":"2023-03-30T15:49:56Z","type":"stable","version":"v0.12.2"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.12.1","date":"2023-03-10T15:32:35Z","type":"stable","version":"v0.12.1"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.12","date":"2023-03-06T10:17:28Z","type":"stable","version":"v0.12"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.11","date":"2022-04-10T20:35:57Z","type":"stable","version":"v0.11"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.10","date":"2021-11-18T08:33:59Z","type":"stable","version":"v0.10"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.9","date":"2021-08-29T23:23:01Z","type":"stable","version":"v0.9"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.8","date":"2021-03-05T11:57:03Z","type":"stable","version":"v0.8"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.7","date":"2020-12-01T19:35:00Z","type":"stable","version":"v0.7"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.6.1","date":"2020-09-23T10:40:31Z","type":"stable","version":"v0.6.1"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.6","date":"2020-08-17T13:34:00Z","type":"stable","version":"v0.6"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.5.1","date":"2020-07-05T21:39:00Z","type":"stable","version":"v0.5.1"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.5","date":"2020-05-24T12:00:55Z","type":"stable","version":"v0.5"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.4.5","date":"2020-01-24T16:08:32Z","type":"stable","version":"v0.4.5"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.4.4","date":"2019-10-20T22:22:35Z","type":"stable","version":"v0.4.4"},{"url":"https://github.com/flairNLP/flair/releases/tag/v0.4.3","date":"2019-08-26T18:26:09Z","type":"stable","version":"v0.4.3"}]` | - |
| security.gdpr | - | yes |
| security.vulnerabilities | `{"count":1,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=flair&per_page=100","last_12m":0,"max_severity":"MODERATE"}` | - |

## Capabilities (NLP Apis)

| Capability | Flair | Hugging Face Transformers |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Custom model training | - | - |
| Domain specific models | - | - |
| Deployment model | - | - |
| Batch processing | - | - |
| Real time latency | - | - |
| Embeddings endpoint | - | - |
| Data residency EU | - | - |
| Open source | - | - |
| Pricing model | - | - |

*Source: Vioscale. Generated 2026-09-01T16:57:07.546Z. "-" = undocumented, not absent.*