# Cohere Embed vs Jina Embeddings

**Leader by vioscaleAI score:** Cohere Embed

| Attribute | Cohere Embed | Jina Embeddings |
|---|---|---|
| **vioscaleAI score** | 65.3 (60% (medium)) | 50.4 (35% (low)) |
| content.faq | `[{"answer":"A semantic embedding service that transforms text into vectors for similarity search, document comparison, and information discovery. Supports deployment within customer infrastructure with full data control. It is indexed under Embeddings Apis.","source":"https://cohere.com/de/pricing","question":"What is Cohere Embed?","confidence":0.6},{"answer":"Cohere Embed offers a free tier, so you can start without paying. Paid plans start at $0.10. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://cohere.com/de/pricing","question":"Is Cohere Embed free?","confidence":0.6},{"answer":"Cohere Embed supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://cohere.com/de/pricing","question":"What platforms does Cohere Embed support?","confidence":0.6},{"answer":"Yes. Cohere Embed can be deployed cloud / SaaS, hybrid, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://cohere.com/de/pricing","question":"Can Cohere Embed be self-hosted?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 and GDPR for Cohere Embed. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Cohere Embed not holding them. Always confirm compliance directly before you rely on it.","source":"https://cohere.com/de/security","question":"What security certifications does Cohere Embed have?","confidence":0.7},{"answer":"Cohere Embed is available worldwide. The vendor is headquartered in Canada.","source":"https://cohere.com/de/pricing","question":"Where is Cohere Embed available?","confidence":0.75}]` | `[{"answer":"A multi-modal embedding API supporting text, images, audio, and video with support for multiple languages, long context windows, and flexible deployment options including cloud APIs and on-premises infrastructure. It is indexed under Embeddings Apis.","source":"https://jina.ai/embeddings","question":"What is Jina Embeddings?","confidence":0.6},{"answer":"Jina Embeddings offers a free tier, so you can start without paying. Pricing changes often, so verify at source before relying on it.","source":"https://jina.ai/embeddings","question":"Is Jina Embeddings free?","confidence":0.6},{"answer":"Jina Embeddings supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://jina.ai/embeddings","question":"What platforms does Jina Embeddings support?","confidence":0.6},{"answer":"Yes. Jina Embeddings can be deployed cloud / SaaS, on-premise, air-gapped and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://jina.ai/embeddings","question":"Can Jina Embeddings be self-hosted?","confidence":0.6},{"answer":"We have confirmed 6 integrations for Jina Embeddings, including Claude, GPT-4o, Milvus, Elastic, Llama.cpp and MLX. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://jina.ai/embeddings","question":"What does Jina Embeddings integrate with?","confidence":0.6}]` |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` |
| description.long | A family of embedding models designed to encode text into numerical vectors for retrieval, semantic search, and machine learning tasks across multiple languages and use cases. | Embedding models that process multiple data types in a shared vector space, supporting deployment options from managed cloud APIs to self-hosted and on-premises infrastructure. Available in multiple model sizes optimized for different performance and resource requirements. |
| features.capabilities | `{"soc2_type_ii":true,"pricing_model":"per_million_tokens_api","architecture_model":"managed_cloud_api","multi_modal_image_and_text_joint_embeddings":true,"multilingual_support_across_100_plus_languages":true,"zero_data_retention_training_opt_out_enterprise":true}` | `{"architecture_model":"hybrid","cross_encoder_reranker_api_offered":true,"mit_or_apache_permissive_oss_license":false,"multi_modal_image_and_text_joint_embeddings":true,"massive_context_window_greater_than_8k_tokens":true,"multilingual_support_across_100_plus_languages":false,"zero_data_retention_training_opt_out_enterprise":true,"binary_and_scalar_quantization_for_memory_reduction":true,"task_specific_prefixes_query_vs_document_instructions":true,"matryoshka_representation_learning_for_dimension_truncation":true}` |
| integrations.count | - | 6 |
| integrations.list | - | `[{"name":"Claude"},{"name":"GPT-4o"},{"name":"Milvus"},{"name":"Elastic"},{"name":"Llama.cpp"},{"name":"MLX"}]` |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"usage","plans":[{"free":true,"name":"Test","summary":"Free tier","features":["Rate-limited API access"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Free test API key with rate limiting, not for production","contactSales":false},{"free":false,"name":"Production","summary":"Pay-as-you-go; billed at month-end or when $250 balance reached","features":["Production API keys","Scalable usage"],"components":[{"per":{"qty":1,"unit":"operation"},"kind":"metered","amount":0.1,"currency":"USD"}],"description":"Pay-as-you-go production access","contactSales":false}],"summary":"Free test tier; production on consumption basis","currency":"USD","freeTier":true,"sourceUrl":"https://cohere.com/de/pricing","retrievedAt":"2026-09-06T16:26:57.622Z","startingPrice":{"unit":"operation","amount":0.1,"currency":"USD"},"billingPeriods":["month"]}` | `{"type":"hybrid","summary":"Pay-as-you-go API pricing or subscription billing through Elastic Inference Service. Free tier available.","currency":"USD","freeTier":true,"sourceUrl":"https://jina.ai/embeddings","retrievedAt":"2026-10-02T16:15:58.807Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | low |
| pricing.starting_price | `{"amount":0.1,"currency":"USD"}` | - |
| pricing.transparent | yes | no |
| security.certifications | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"}]` | - |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.soc2 | yes | - |
| security.trust_center | https://cohere.com/security | - |

## Capabilities (Embeddings Apis)

| Capability | Cohere Embed | Jina Embeddings |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Architecture model | Managed cloud API | Hybrid |
| Matryoshka representation learning for dimension truncation | - | ✓ |
| Multilingual support across 100 plus languages | ✓ | ✗ |
| Binary and scalar quantization for memory reduction | - | ✓ |
| Cross encoder reranker API offered | - | ✓ |
| Late interaction architecture colbert v2 | - | - |
| Massive context window greater than 8k tokens | - | ✓ |
| Multi modal image and text joint embeddings | ✓ | ✓ |
| Task specific prefixes query vs document instructions | - | ✓ |
| Zero data retention training opt out enterprise | ✓ | ✓ |
| SOC2 type ii | ✓ | - |
| Mit or apache permissive oss license | - | ✗ |
| Pricing model | Per million tokens API | - |

*Source: vioscaleAI. Generated 2026-10-16T11:34:04.036Z. "-" = undocumented, not absent.*