# Cohere vs spaCy

**Leader by Vioscale score:** Cohere

| Attribute | Cohere | spaCy |
|---|---|---|
| **Vioscale score** | 79.3 (45% (low)) | 49.2 (32% (low)) |
| activity.commits_last_30d | - | 13 |
| adoption.dependent_repos | - | 15,793 |
| adoption.github_stars | - | 33,849 |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` | `{"on_prem":true,"self_hosted":true}` |
| description.long | A suite of AI tools including high-performance language models, semantic search and discovery, speech-to-text, and embedding services. Designed to run securely on your own infrastructure or via a managed cloud service, with options to train custom models on proprietary data. | An open-source natural language processing library designed for building real-world applications. It excels at large-scale information extraction and has become an industry standard since 2015 with a robust ecosystem of plugins. |
| features.capabilities | `{"open_source":false,"soc2_type_ii":true,"compute_model":"multi_tenant_hybrid","pricing_model":"usage-based-compute","batch_processing":false,"deployment_model":"both","data_residency_eu":true,"real_time_latency":true,"embeddings_endpoint":true,"custom_model_training":true,"domain_specific_models":true,"openai_compatible_rest_api_schema":false,"bring_your_own_weights_byow_hosting":false,"dynamic_batching_and_kv_cache_management":false,"massive_context_window_support_100k_plus":false,"hipaa_baa_compliance_for_medical_inference":false,"multimodal_vision_and_audio_in_out_support":false,"native_function_calling_and_strict_json_mode":false,"streaming_server_sent_events_sse_token_yield":false,"lpu_or_custom_silicon_for_extreme_low_latency":false,"zero_data_retention_training_opt_out_enterprise":true}` | - |
| integrations.count | - | 1 |
| integrations.list | - | `[{"name":"PyTorch"}]` |
| language.primary | - | Python |
| license.spdx | - | MIT |
| market.availability | `{"hqCountry":"CA","primaryMarkets":["US","CA"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"mac":true,"linux":true,"windows":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":false,"name":"API - Command","summary":"$1.00–$2.00 per 1M tokens","commitment":"monthly","components":[{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","unit":"input","amount":1,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","unit":"output","amount":2,"currency":"USD"}],"contactSales":false},{"free":false,"name":"API - Command-light","summary":"$0.30–$0.60 per 1M tokens","commitment":"monthly","components":[{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","unit":"input","amount":0.3,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","unit":"output","amount":0.6,"currency":"USD"}],"contactSales":false},{"free":false,"name":"API - Command R","summary":"$0.50–$1.50 per 1M tokens","commitment":"monthly","components":[{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","unit":"input","amount":0.5,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","unit":"output","amount":1.5,"currency":"USD"}],"contactSales":false},{"free":false,"name":"API - Command R+ (latest)","summary":"$2.50–$10.00 per 1M tokens","commitment":"monthly","components":[{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","unit":"input","amount":2.5,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","unit":"output","amount":10,"currency":"USD"}],"contactSales":false},{"free":false,"name":"Model Vault","summary":"Pricing per instance based on model and performance tier","commitment":"monthly","description":"Dedicated, managed instance with no shared resources","contactSales":true},{"free":false,"name":"Enterprise","summary":"Custom pricing based on requirements","description":"Custom models, private deployment, and personalized support","contactSales":true}],"summary":"Free trial tier; pay-per-token from $0.30–$10.00 per 1M tokens depending on model","currency":"USD","freeTier":true,"sourceUrl":"https://cohere.com/fr/pricing","retrievedAt":"2026-08-21T13:44:41.876Z","startingPrice":{"unit":"input","amount":0.3,"currency":"USD"},"billingPeriods":["month"]}` | `{"type":"open_source","summary":"Free, open-source library","freeTier":true,"sourceUrl":"https://spacy.io","retrievedAt":"2026-08-19T14:46:03.884Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | commercial |
| pricing.price_level | low | free |
| pricing.starting_price | `{"amount":0.3,"currency":"USD"}` | - |
| pricing.transparent | yes | - |
| release.cadence_days | - | 20 |
| release.history | - | `[{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.16","date":"2026-08-24T10:01:11Z","type":"stable","version":"release-v3.8.16"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.15","date":"2026-08-07T17:13:19Z","type":"stable","version":"release-v3.8.15"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.14","date":"2026-03-29T07:47:14Z","type":"stable","version":"release-v3.8.14"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.13","date":"2026-03-23T17:40:51Z","type":"stable","version":"release-v3.8.13"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.12","date":"2026-03-23T13:33:37Z","type":"stable","version":"release-v3.8.12"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.11","date":"2025-11-17T20:37:38Z","type":"stable","version":"release-v3.8.11"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.10","date":"2025-11-17T15:54:29Z","type":"stable","version":"release-v3.8.10"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.9","date":"2025-11-13T14:57:22Z","type":"stable","version":"release-v3.8.9"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.8","date":"2025-11-07T09:26:30Z","type":"stable","version":"release-v3.8.8"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.7","date":"2025-05-23T08:53:14Z","type":"stable","version":"release-v3.8.7"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.6","date":"2025-05-19T07:52:28Z","type":"stable","version":"release-v3.8.6"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.3","date":"2024-12-11T13:11:38Z","type":"stable","version":"release-v3.8.3"},{"url":"https://github.com/explosion/spaCy/releases/tag/release-v3.8.2","date":"2024-10-01T18:19:33Z","type":"stable","version":"release-v3.8.2"},{"url":"https://github.com/explosion/spaCy/releases/tag/prerelease-v3.8.0.dev0","date":"2024-09-09T14:19:15Z","type":"prerelease","version":"prerelease-v3.8.0.dev0"},{"url":"https://github.com/explosion/spaCy/releases/tag/prerelease-v3.7.6a","date":"2024-08-20T10:09:49Z","type":"prerelease","version":"prerelease-v3.7.6a"},{"url":"https://github.com/explosion/spaCy/releases/tag/v3.7.5","date":"2024-06-05T07:57:36Z","type":"stable","version":"v3.7.5"},{"url":"https://github.com/explosion/spaCy/releases/tag/v3.7.4","date":"2024-02-15T19:16:59Z","type":"stable","version":"v3.7.4"},{"url":"https://github.com/explosion/spaCy/releases/tag/v3.7.2","date":"2023-10-16T16:11:22Z","type":"stable","version":"v3.7.2"},{"url":"https://github.com/explosion/spaCy/releases/tag/v3.7.1","date":"2023-10-05T06:46:15Z","type":"stable","version":"v3.7.1"},{"url":"https://github.com/explosion/spaCy/releases/tag/v3.7.0","date":"2023-10-02T09:10:08Z","type":"stable","version":"v3.7.0"}]` |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.scorecard | - | 5.2 |
| security.soc2 | yes | - |
| security.vulnerabilities | - | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=spacy&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (NLP Apis)

| Capability | Cohere | spaCy |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Custom model training | ✓ | - |
| Domain specific models | ✓ | - |
| Deployment model | Both | - |
| Batch processing | ✗ | - |
| Real time latency | ✓ | - |
| Embeddings endpoint | ✓ | - |
| Data residency EU | ✓ | - |
| Open source | ✗ | - |
| Pricing model | Usage based compute | - |

*Source: Vioscale. Generated 2026-09-01T14:37:39.902Z. "-" = undocumented, not absent.*