# Cohere vs Google Cloud Vertex AI

**Leader by vioscaleAI score:** Cohere

| Attribute | Cohere | Google Cloud Vertex AI |
|---|---|---|
| **vioscaleAI score** | 70.1 (55% (medium)) | 41.9 (11% (low)) |
| content.faq | `[{"answer":"Cohere offers a comprehensive AI platform with multiple generative language models (Command, Aya), speech recognition, document parsing, and semantic representation capabilities. The platform supports both cloud-based API access and private deployment options (VPC, on-premises, or dedicated Model Vault) with enterprise-grade security and data control. It is indexed under NLP Apis.","source":"https://cohere.com/fr/pricing","question":"What is Cohere?","confidence":0.6},{"answer":"Cohere offers a free tier, so you can start without paying. Paid plans start at $0.30. 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/fr/pricing","question":"Is Cohere free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Cohere. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://cohere.com/fr/pricing","question":"What platforms does Cohere support?","confidence":0.6},{"answer":"Yes. Cohere 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/fr/pricing","question":"Can Cohere be self-hosted?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 and GDPR for Cohere. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Cohere not holding them. Always confirm compliance directly before you rely on it.","source":"https://cohere.com/de/security","question":"What security certifications does Cohere have?","confidence":0.7}]` | `[{"answer":"A comprehensive platform that enables developers to create, deploy, and optimize AI agents that automate enterprise workflows and business processes. It is indexed under Inference Providers.","source":"https://cloud.google.com/vertex-ai","question":"What is Google Cloud Vertex AI?","confidence":0.6},{"answer":"Google Cloud Vertex AI offers a free tier, so you can start without paying. Pricing changes often, so verify at source before relying on it.","source":"https://cloud.google.com/vertex-ai","question":"Is Google Cloud Vertex AI free?","confidence":0.6},{"answer":"Google Cloud Vertex AI supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://cloud.google.com/vertex-ai","question":"What platforms does Google Cloud Vertex AI support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Google Cloud Vertex AI, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://cloud.google.com/vertex-ai","question":"Can Google Cloud Vertex AI be self-hosted?","confidence":0.6},{"answer":"Google Cloud Vertex AI is available worldwide. Its primary market is the United States.","source":"https://cloud.google.com/vertex-ai","question":"Where is Google Cloud Vertex AI available?","confidence":0.5}]` |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | A comprehensive enterprise AI platform featuring generative language models that can be deployed on your own infrastructure, through cloud providers, or as a managed dedicated service with end-to-end encryption and complete data autonomy. | A comprehensive platform that enables developers to create, deploy, and optimize AI agents that automate enterprise workflows and business processes. |
| features.capabilities | `{"open_source":true,"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":true,"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}` | `{"compute_model":"multi_tenant_hybrid","pricing_model":"per_compute_hour"}` |
| integrations.count | 4 | 2 |
| integrations.list | `[{"name":"Amazon Web Services","native":true,"category":"cloud","direction":"bidirectional"},{"name":"Microsoft Azure","native":true,"category":"cloud","direction":"bidirectional"},{"name":"Google Cloud","native":true,"category":"cloud","direction":"bidirectional"},{"name":"Oracle Cloud Infrastructure","native":true,"category":"cloud","direction":"bidirectional"}]` | `[{"name":"Dataverse"},{"name":"Integration Connectors API"}]` |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"usage","plans":[{"free":true,"name":"Test API","features":["Free API calls","Rate limited"],"description":"Free tier for development with rate limiting, not for production","contactSales":false},{"free":false,"name":"Production API","features":["Access to all models","Production support"],"components":[{"per":{"qty":1000000,"unit":"input_tokens"},"kind":"metered","amount":0.3,"currency":"USD"},{"per":{"qty":1000000,"unit":"output_tokens"},"kind":"metered","amount":0.6,"currency":"USD"}],"description":"Pay-as-you-go token-based pricing for production use","contactSales":false},{"free":false,"name":"Model Vault","features":["No shared resources","Private deployment","End-to-end encryption","Custom model optimization"],"components":[{"kind":"fixed","amount":4,"period":"hour","currency":"USD"}],"description":"Dedicated, fully-isolated managed infrastructure with guaranteed performance","contactSales":true}],"summary":"Free tier for testing; production from $0.30/1M input tokens; dedicated Model Vault for enterprise","currency":"USD","freeTier":true,"sourceUrl":"https://cohere.com/de/pricing","retrievedAt":"2026-10-02T16:19:07.222Z","startingPrice":{"unit":"input_tokens","amount":0.3,"currency":"USD"},"billingPeriods":["month"]}` | `{"type":"usage","summary":"Pay for Agent Platform tools, storage, compute and Cloud resources used. New customers receive $300 free credits.","currency":"USD","sourceUrl":"https://cloud.google.com/vertex-ai","retrievedAt":"2026-09-06T16:14:57.508Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | commercial |
| pricing.price_level | low | unknown |
| pricing.starting_price | `{"amount":0.3,"currency":"USD"}` | - |
| pricing.transparent | yes | no |
| security.certifications | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"ISO 27001","status":"active"},{"name":"Cyber Essentials","status":"active"}]` | - |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.iso27001 | yes | - |
| security.soc2 | yes | - |
| security.trust_center | https://cohere.com/security | - |

## Capabilities (Inference Providers)

| Capability | Cohere | Google Cloud Vertex AI |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Compute model | Multi tenant hybrid | Multi tenant hybrid |
| Zero data retention training opt out enterprise | ✓ | - |
| Openai compatible rest API schema | ✗ | - |
| Native function calling and strict json mode | ✗ | - |
| Multimodal vision and audio in out support | ✓ | - |
| Streaming server sent events sse token yield | ✗ | - |
| Massive context window support 100k plus | ✗ | - |
| Lpu or custom silicon for extreme low latency | ✗ | - |
| Bring your own weights byow hosting | ✗ | - |
| Dynamic batching and kv cache management | ✗ | - |
| SOC2 type ii | ✓ | - |
| HIPAA baa compliance for medical inference | ✗ | - |
| Pricing model | usage-based-compute | Per compute hour |

*Source: vioscaleAI. Generated 2026-10-16T03:51:20.381Z. "-" = undocumented, not absent.*