EmbeddingGemma alternatives in 2026: 24 tools like EmbeddingGemma

Closest: Embedding Models

ALIGN

Google's large-scale visual-language embedding model

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BGE-M3

BAAI's multilingual dense, sparse, and multi-vector embeddings

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CLIP

OpenAI's contrastive image-text embedding model

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Cohere Embed

Cohere's multilingual, multimodal embedding models

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E5

Microsoft's instruction-tuned text embedding model family

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Gemini Embedding

Google's API embedding models, near the top of MTEB

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ImageBind

Meta's unified embedding across 6 modalities

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Jina Embeddings

Long-context multilingual text and multimodal embeddings

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LFM2.5 Embedding

Small multilingual embedding and ColBERT retrieval models

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Nomic Embed

Nomic's fully open text and code embeddings with open training data

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NV-Embed

NVIDIA's LLM-based embeddings, non-commercial license

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OpenAI Embeddings

OpenAI's text-embedding-3 models with shortenable dimensions

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Qwen Embedding

Alibaba's Apache 2.0 multilingual embedding and reranking models

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SigLIP

Google's sigmoid-loss image-text embedding models

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Voyage AI

MongoDB-owned retrieval embeddings with a shared space across sizes

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More in Foundation Models

ChatGPT

OpenAI's flagship family, unifying the former o-series reasoners

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3 use thisCompare with EmbeddingGemma
Claude

Anthropic's model family in Haiku, Sonnet, Opus, and Fable tiers

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2 use thisCompare with EmbeddingGemma
Gemini

Google DeepMind's multimodal family with built-in thinking modes

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1 use thisCompare with EmbeddingGemma
Grok

xAI's frontier model family with real-time X data access

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1 use thisCompare with EmbeddingGemma
Mistral

Mistral AI's model family, from Small and Medium up to Large

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Amazon Nova

Amazon's multimodal model family served through Bedrock

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Ampersand

Collaborator model for helping groups reach shared goals, via API

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Beam

Reflection AI's 501B open-weight model for coding and agent work

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Command

Cohere's RAG and tool-use optimized enterprise model family

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Questions

What are the closest alternatives to EmbeddingGemma?

ALIGN, BGE-M3 and CLIP sit on the same sub-line as EmbeddingGemma (Embedding Models) on AI Landscape, with 12 more.

How are these alternatives chosen?

They are the other products on the Foundation Models stop of the map: curated products first, the ones on EmbeddingGemma's sub-line before the rest, then by name until members have marked enough of them.