# Google Vertex AI Text Embeddings alternatives

The highest-scoring alternative to Google Vertex AI Text Embeddings in Embeddings Apis is **Mixedbread (mxbai)** (74/100), against Google Vertex AI Text Embeddings's 44/100. Ranked on independent signals, not user reviews. No vendor pays for placement.

| # | Alternative | Score | Confidence | Compare |
|--:|---|--:|---|---|
| 1 | [Mixedbread (mxbai)](https://www.vioscale.ai/software/mixedbread-mxbai) | 74 | 35% (low) | [Google Vertex AI Text Embeddings vs Mixedbread (mxbai)](https://www.vioscale.ai/compare/google-vertex-ai-text-embeddings-vs-mixedbread-mxbai) |
| 2 | [Cohere Embed](https://www.vioscale.ai/software/cohere-embed) | 69 | 45% (low) | [Google Vertex AI Text Embeddings vs Cohere Embed](https://www.vioscale.ai/compare/cohere-embed-vs-google-vertex-ai-text-embeddings) |
| 3 | [BAAI FlagEmbedding](https://www.vioscale.ai/software/baai-flagembedding) | 59 | 27% (low) | [Google Vertex AI Text Embeddings vs BAAI FlagEmbedding](https://www.vioscale.ai/compare/baai-flagembedding-vs-google-vertex-ai-text-embeddings) |
| 4 | [Amazon Bedrock Titan Embeddings](https://www.vioscale.ai/software/amazon-bedrock-titan-embeddings) | 58 | 21% (low) | [Google Vertex AI Text Embeddings vs Amazon Bedrock Titan Embeddings](https://www.vioscale.ai/compare/amazon-bedrock-titan-embeddings-vs-google-vertex-ai-text-embeddings) |
| 5 | [sentence-transformers](https://www.vioscale.ai/software/sentence-transformers) | 56 | 32% (low) | [Google Vertex AI Text Embeddings vs sentence-transformers](https://www.vioscale.ai/compare/google-vertex-ai-text-embeddings-vs-sentence-transformers) |
| 6 | [Jina Embeddings](https://www.vioscale.ai/software/jina-embeddings) | 51 | 36% (low) | [Google Vertex AI Text Embeddings vs Jina Embeddings](https://www.vioscale.ai/compare/google-vertex-ai-text-embeddings-vs-jina-embeddings) |
| 7 | [FastEmbed](https://www.vioscale.ai/software/fastembed) | 47 | 31% (low) | [Google Vertex AI Text Embeddings vs FastEmbed](https://www.vioscale.ai/compare/fastembed-vs-google-vertex-ai-text-embeddings) |
| 8 | [Voyage AI](https://www.vioscale.ai/software/voyage-ai) | 42 | 20% (low) | [Google Vertex AI Text Embeddings vs Voyage AI](https://www.vioscale.ai/compare/google-vertex-ai-text-embeddings-vs-voyage-ai) |
| 9 | [Nomic Embed](https://www.vioscale.ai/software/nomic-embed) | 30 | 36% (low) | [Google Vertex AI Text Embeddings vs Nomic Embed](https://www.vioscale.ai/compare/google-vertex-ai-text-embeddings-vs-nomic-embed) |

Google Vertex AI Text Embeddings itself ranks #8 of 10 in Embeddings Apis.

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*Source: Vioscale (https://www.vioscale.ai/alternatives/google-vertex-ai-text-embeddings). Generated 2026-09-01T17:09:59.173Z.*