# Hugging Face Text Generation Inference vs KServe

| Attribute | Hugging Face Text Generation Inference | KServe |
|---|---|---|
| **Vioscale score** | 53.8 (27% (low)) | 70.2 (19% (low)) |
| activity.commits_last_30d | 0 | 72 |
| adoption.dependent_repos | 231 | 178 |
| adoption.github_stars | 10,889 | 5,833 |
| deployment.options | `{"cloud":true,"hybrid":true,"self_hosted":true}` | `{"self_hosted":true}` |
| description.long | Text Generation Inference provides infrastructure and tools for running open-source language models at scale, supporting multiple popular architectures with built-in optimizations for inference speed, fine-tuning support, and compatibility with various hardware accelerators. | A Kubernetes-native platform designed for deploying both generative and predictive AI models, balancing simplicity for quick deployments with enterprise-grade capabilities for large-scale production workloads. |
| features.capabilities | - | `{"open_source":true,"gpu_acceleration":true,"canary_ab_rollout":true,"kubernetes_native":true,"multi_model_serving":true,"multi_gpu_multi_node":true,"openai_compatible_api":true,"multi_framework_support":true,"autoscaling_scale_to_zero":true}` |
| integrations.count | 15 | - |
| integrations.list | `[{"name":"AWS Bedrock"},{"name":"Amazon SageMaker"},{"name":"OpenAI API"},{"name":"Docker"},{"name":"Kubernetes"},{"name":"NVIDIA CUDA"},{"name":"AMD Instinct MI210"},{"name":"AMD Instinct MI250"},{"name":"Llama"},{"name":"Falcon"},{"name":"StarCoder"},{"name":"BLOOM"},{"name":"GPT-NeoX"},{"name":"T5"},{"name":"Gemma"}]` | - |
| language.primary | Python | Go |
| license.spdx | Apache-2.0 | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | - |
| pricing | `{"type":"hybrid","plans":[{"free":false,"name":"PRO","summary":"$9/month","features":["Private storage","20x included inference credits","8x ZeroGPU quota and highest queue priority","PRO Badge"],"components":[{"kind":"fixed","amount":9,"period":"month","currency":"USD"}],"description":"Personal account enhancement","contactSales":false},{"free":false,"name":"Team","summary":"$20 per user/month","features":["Instant setup","Collaborative features"],"components":[{"kind":"per_unit","unit":"user","amount":20,"period":"month","currency":"USD"}],"description":"For growing teams","contactSales":false},{"free":false,"name":"Enterprise","components":[{"kind":"fixed","amount":50,"currency":"USD"}],"description":"Custom onboarding and enterprise features","contactSales":true}],"addOns":[{"name":"Storage","components":[{"per":{"qty":1,"unit":"TB"},"kind":"metered","amount":12,"period":"month","currency":"USD"}]},{"name":"Spaces Hardware","components":[{"per":{"qty":1,"unit":"hour"},"kind":"metered","amount":0,"currency":"USD"}]},{"name":"Inference Endpoints","components":[{"per":{"qty":1,"unit":"hour"},"kind":"metered","amount":0.033,"currency":"USD"}]}],"summary":"Hybrid pricing: $9/mo personal, $20/user/mo teams, custom enterprise. Storage $8-12/TB/mo. GPU compute and inference endpoints metered hourly. Free tier for CPU-only deployments.","currency":"USD","freeTier":true,"sourceUrl":"https://huggingface.co/pricing","retrievedAt":"2026-08-19T14:41:00.701Z","startingPrice":{"amount":9,"period":"month","currency":"USD"},"billingPeriods":["month"]}` | - |
| pricing.free_tier | yes | - |
| pricing.model | commercial | commercial |
| pricing.price_level | low | - |
| pricing.starting_price | `{"amount":9,"currency":"USD"}` | - |
| pricing.transparent | yes | - |
| release.cadence_days | 17 | 17 |
| release.history | `[{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.3.7","date":"2025-12-19T14:35:25Z","type":"stable","version":"v3.3.7"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.3.6","date":"2025-09-17T00:48:54Z","type":"stable","version":"v3.3.6"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.3.5","date":"2025-09-02T15:02:33Z","type":"stable","version":"v3.3.5"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.3.4","date":"2025-06-19T10:00:28Z","type":"stable","version":"v3.3.4"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.3.3","date":"2025-06-18T13:11:39Z","type":"stable","version":"v3.3.3"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.3.2","date":"2025-05-30T14:20:39Z","type":"stable","version":"v3.3.2"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.3.1","date":"2025-05-22T07:49:07Z","type":"stable","version":"v3.3.1"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.3.0","date":"2025-05-09T13:57:39Z","type":"stable","version":"v3.3.0"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.2.3","date":"2025-04-08T08:18:36Z","type":"stable","version":"v3.2.3"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.2.2","date":"2025-04-06T09:41:33Z","type":"stable","version":"v3.2.2"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.2.1","date":"2025-03-18T14:28:12Z","type":"stable","version":"v3.2.1"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.2.0","date":"2025-03-12T10:17:46Z","type":"stable","version":"v3.2.0"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.1.1","date":"2025-03-04T17:15:23Z","type":"stable","version":"v3.1.1"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.1.0","date":"2025-01-31T13:26:50Z","type":"stable","version":"v3.1.0"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.0.2","date":"2025-01-24T11:16:11Z","type":"stable","version":"v3.0.2"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.0.1","date":"2024-12-11T20:13:58Z","type":"stable","version":"v3.0.1"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v3.0.0","date":"2024-12-09T20:22:42Z","type":"stable","version":"v3.0.0"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v2.4.1","date":"2024-11-22T17:35:00Z","type":"stable","version":"v2.4.1"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v2.4.0","date":"2024-10-25T21:14:13Z","type":"stable","version":"v2.4.0"},{"url":"https://github.com/huggingface/text-generation-inference/releases/tag/v2.3.1","date":"2024-10-03T13:01:49Z","type":"stable","version":"v2.3.1"}]` | `[{"url":"https://github.com/kserve/kserve/releases/tag/v0.20.0","date":"2026-08-06T15:07:42Z","type":"stable","version":"v0.20.0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.20.0-rc1","date":"2026-08-03T23:59:49Z","type":"prerelease","version":"v0.20.0-rc1"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.20.0-rc0","date":"2026-07-16T21:15:07Z","type":"prerelease","version":"v0.20.0-rc0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.18.1","date":"2026-07-15T02:18:38Z","type":"stable","version":"v0.18.1"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.19.0","date":"2026-06-14T03:09:11Z","type":"stable","version":"v0.19.0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.19.0-rc0","date":"2026-05-28T02:19:27Z","type":"prerelease","version":"v0.19.0-rc0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.17.1","date":"2026-05-21T15:30:23Z","type":"stable","version":"v0.17.1"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.18.0","date":"2026-04-29T18:14:59Z","type":"stable","version":"v0.18.0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.18.0-rc1","date":"2026-04-22T16:31:46Z","type":"prerelease","version":"v0.18.0-rc1"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.18.0-rc0","date":"2026-04-20T15:31:27Z","type":"prerelease","version":"v0.18.0-rc0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.17.0","date":"2026-03-13T23:12:37Z","type":"stable","version":"v0.17.0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.17.0-rc1","date":"2026-03-12T14:27:48Z","type":"prerelease","version":"v0.17.0-rc1"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.17.0-rc0","date":"2026-03-06T18:55:36Z","type":"prerelease","version":"v0.17.0-rc0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.16.0","date":"2025-11-03T02:40:28Z","type":"stable","version":"v0.16.0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.16.0-rc1","date":"2025-10-19T19:00:03Z","type":"prerelease","version":"v0.16.0-rc1"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.16.0-rc0","date":"2025-09-15T12:18:38Z","type":"prerelease","version":"v0.16.0-rc0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.15.2","date":"2025-05-27T07:11:20Z","type":"stable","version":"v0.15.2"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.15.1","date":"2025-05-15T15:23:01Z","type":"stable","version":"v0.15.1"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.15.0","date":"2025-03-31T11:17:55Z","type":"stable","version":"v0.15.0"},{"url":"https://github.com/kserve/kserve/releases/tag/v0.15.0-rc1","date":"2025-03-07T16:01:32Z","type":"prerelease","version":"v0.15.0-rc1"}]` |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.scorecard | - | 6.8 |
| security.vulnerabilities | `{"count":2,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=text-generation&per_page=100","last_12m":1,"max_severity":"HIGH"}` | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=kserve&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Model Serving)

| Capability | Hugging Face Text Generation Inference | KServe |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Continuous batching | - | - |
| Dynamic batching | - | - |
| Multi framework support | - | ✓ |
| GPU acceleration | - | ✓ |
| Multi GPU multi node | - | ✓ |
| Quantization support | - | - |
| Openai compatible API | - | ✓ |
| Autoscaling scale to zero | - | ✓ |
| Multi model serving | - | ✓ |
| Canary ab rollout | - | ✓ |
| Kubernetes native | - | ✓ |
| Open source | - | ✓ |

*Source: Vioscale. Generated 2026-09-01T14:46:24.220Z. "-" = undocumented, not absent.*