# Google Vertex AI Text Embeddings vs Mixedbread (mxbai)

**Leader by vioscaleAI score:** Mixedbread (mxbai)

| Attribute | Google Vertex AI Text Embeddings | Mixedbread (mxbai) |
|---|---|---|
| **vioscaleAI score** | 45.6 (35% (low)) | 64.2 (58% (medium)) |
| content.faq | `[{"answer":"A cloud-based API that transforms text into high-dimensional vector embeddings using deep learning. Supports multiple languages and task types, integrating with vector databases for efficient semantic search. It is indexed under Embeddings Apis.","source":"https://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings","question":"What is Google Vertex AI Text Embeddings?","confidence":0.6},{"answer":"We have confirmed browser-based access to Google Vertex AI Text Embeddings. 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://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings","question":"What platforms does Google Vertex AI Text Embeddings support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Google Vertex AI Text Embeddings, 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/generative-ai/docs/embeddings/get-text-embeddings","question":"Can Google Vertex AI Text Embeddings be self-hosted?","confidence":0.6},{"answer":"Google Vertex AI Text Embeddings is available worldwide. Its primary market is the United States.","source":"https://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings","question":"Where is Google Vertex AI Text Embeddings available?","confidence":0.5}]` | `[{"answer":"A search and retrieval platform that indexes and queries text, images, PDFs, video, and audio across over 100 languages with minimal latency, requiring no infrastructure management or manual embedding configuration. It is indexed under Embeddings Apis.","source":"https://www.mixedbread.com/pricing","question":"What is Mixedbread (mxbai)?","confidence":0.6},{"answer":"Mixedbread (mxbai) 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://www.mixedbread.com/pricing","question":"Is Mixedbread (mxbai) free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Mixedbread (mxbai). 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://www.mixedbread.com/pricing","question":"What platforms does Mixedbread (mxbai) support?","confidence":0.6},{"answer":"Yes. Mixedbread (mxbai) can be deployed cloud / SaaS, hybrid and on-premise, so it does not have to run on the vendor's infrastructure.","source":"https://www.mixedbread.com/pricing","question":"Can Mixedbread (mxbai) be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Mixedbread (mxbai), including Vercel, Google Drive and Slack. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.mixedbread.com/pricing","question":"What does Mixedbread (mxbai) integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 and ISO 27001 for Mixedbread (mxbai). Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Mixedbread (mxbai) not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.mixedbread.com/pricing","question":"What security certifications does Mixedbread (mxbai) have?","confidence":0.6},{"answer":"Mixedbread (mxbai) is available worldwide. Its primary market is the United States. The vendor is headquartered in the United States.","source":"https://www.mixedbread.com/pricing","question":"Where is Mixedbread (mxbai) available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"hybrid":true}` |
| description.long | A cloud-based API that transforms text into high-dimensional vector embeddings using deep learning. Supports multiple languages and task types, integrating with vector databases for efficient semantic search. | A managed platform that processes and indexes documents, images, audio, and video content, providing semantic search with optional reranking through an API. Pricing is usage-based with optional monthly credit allowances. |
| features.capabilities | `{"pricing_model":"per_million_tokens_api","architecture_model":"managed_cloud_api","multi_modal_image_and_text_joint_embeddings":true,"massive_context_window_greater_than_8k_tokens":true,"multilingual_support_across_100_plus_languages":true,"task_specific_prefixes_query_vs_document_instructions":true}` | `{"soc2_type_ii":true,"pricing_model":"per_million_tokens_api","architecture_model":"hybrid","cross_encoder_reranker_api_offered":true,"late_interaction_architecture_colbert_v2":true,"multi_modal_image_and_text_joint_embeddings":true,"multilingual_support_across_100_plus_languages":true,"zero_data_retention_training_opt_out_enterprise":true}` |
| integrations.count | 1 | 3 |
| integrations.list | `[{"name":"Vector Search"}]` | `[{"name":"Vercel","native":true,"direction":"bidirectional"},{"name":"Google Drive","native":true,"direction":"inbound"},{"name":"Slack","native":true,"category":"chat","direction":"inbound"}]` |
| 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","summary":"Usage-based pricing; new customers receive $300 in free credits","currency":"USD","freeTier":true,"sourceUrl":"https://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/get-text-embeddings","retrievedAt":"2026-10-02T10:50:37.470Z"}` | `{"type":"hybrid","plans":[{"free":true,"name":"Starter","summary":"Free with $5 one-time credits","features":["$5 one-time credits","3 workspace users","10 stores","100 requests/minute","Community Slack support"],"minSeats":3,"components":[{"kind":"one_time","amount":5,"currency":"USD"}],"description":"Free tier with included credits and basic limits","contactSales":false,"includedLimits":{"stores":"10","requests_per_minute":"100"}},{"free":false,"name":"Scale","summary":"$20/month plus usage-based pricing","features":["$20/month in included credits","Unlimited workspace users","10,000 stores","1,200 queries/min, 360 ingestion/min","Automatic backups","Priority Slack support (same-day SLA)"],"commitment":"monthly","components":[{"kind":"fixed","amount":20,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"million input tokens"},"kind":"metered","amount":0.3,"currency":"USD"},{"per":{"qty":1,"unit":"million output tokens"},"kind":"metered","amount":0.72,"currency":"USD"}],"description":"Monthly subscription with higher capacity and priority support","contactSales":false,"includedLimits":{"stores":"10,000","workspace_users":"Unlimited","queries_per_minute":"1,200","ingestion_per_minute":"360"}},{"free":false,"name":"Enterprise","summary":"Custom pricing with volume discounts","features":["Volume-based discounts","Unlimited stores","Custom rate limits & SLA","Automatic backups with point-in-time recovery","Dedicated support team"],"description":"Custom plan with volume pricing and dedicated support","contactSales":true,"includedLimits":{"sla":"Custom","stores":"Unlimited","rate_limits":"Custom"}}],"addOns":[{"name":"Startup Credits Program"}],"summary":"From $20/month plus per-token API usage. Free tier available with $5 credits.","currency":"USD","freeTier":true,"sourceUrl":"https://www.mixedbread.com/pricing","retrievedAt":"2026-08-25T21:46:40.403Z","startingPrice":{"amount":20,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | mid |
| pricing.starting_price | - | `{"amount":20,"currency":"USD"}` |
| pricing.transparent | no | yes |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"ISO 27001","status":"active"}]` |
| security.iso27001 | - | yes |
| security.soc2 | - | yes |

## Capabilities (Embeddings Apis)

| Capability | Google Vertex AI Text Embeddings | Mixedbread (mxbai) |
|---|:--:|:--:|
| **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 | Per million tokens API |

*Source: vioscaleAI. Generated 2026-10-16T20:15:28.080Z. "-" = undocumented, not absent.*