Vertex AI Embeddings Alternatives 2026: 6 Options Compared
Find the right embedding apis solution for your team
Vertex AI Embeddings offers usage-based pricing from $0.000020–$0.200 per listed input unit as of August 2026. Plans: Gemini Embedding (usage-based), Embeddings for Text (Excluding Gemini Embedding) (usage-based), Gemini Embedding 2 (Unified Multimodal) (usage-based), and multimodalembedding (usage-based). Usage cost depends on the selected model and generation volume.
Use the interactive pricing calculator to estimate your exact cost based on team size and requirements.
- Free tier: No free tier available
Vertex AI Embeddings offers 4 pricing tiers: Gemini Embedding, Embeddings for Text (Excluding Gemini Embedding), Gemini Embedding 2 (Unified Multimodal), multimodalembedding. Paid plans include Gemini Embedding (usage-based), Embeddings for Text (Excluding Gemini Embedding) (usage-based), Gemini Embedding 2 (Unified Multimodal) (usage-based). The Embeddings for Text (Excluding Gemini Embedding) plan is character-priced text embedding workloads.
Top Vertex AI Embeddings alternatives as of August 2026 include Jina Embeddings, Mixedbread, Nomic Embed. Vertex AI Embeddings costs $0.00002-$0.2/listed input unit. Pricing verified from 1 sources by CostBench.
Top Vertex AI Embeddings Alternatives
Jina Embeddings
Medium EffortCompare Vertex AI Embeddings vs Jina Embeddings for your needs
Mixedbread
Medium EffortCompare Vertex AI Embeddings vs Mixedbread for your needs
Nomic Embed
Medium EffortCompare Vertex AI Embeddings vs Nomic Embed for your needs
Voyage AI
Medium EffortCompare Vertex AI Embeddings vs Voyage AI for your needs
OpenAI Embeddings
Medium EffortCompare Vertex AI Embeddings vs OpenAI Embeddings for your needs
Cohere Embed
Medium EffortCompare Vertex AI Embeddings vs Cohere Embed for your needs
When to Stay with Vertex AI Embeddings
Best for Google Cloud workloads that need text or multimodal embeddings with online and batch input pricing.
- You've invested heavily in customizations and integrations
- Your team is highly trained and productive on Vertex AI Embeddings
- You need features that alternatives don't offer
- Migration costs would exceed multi-year savings
Price Comparison
| Product | Price Range | Migration |
|---|---|---|
| Current Vertex AI Embeddings | $0.00-$0.20/listed input unit | - |
| Jina Embeddings | $0–$500/per million tokens | medium |
| Mixedbread | $0–$20/month | medium |
| Nomic Embed | Free | medium |
| Voyage AI | $0–$0.18/per million tokens | medium |
| OpenAI Embeddings | $0.02–$0.13/per million tokens | medium |
| Cohere Embed | $0.1–$0.12/month | medium |
Detailed Comparisons
Frequently Asked Questions
01 What are the best Vertex AI Embeddings alternatives?
The top Vertex AI Embeddings alternatives include Jina Embeddings, Mixedbread, Nomic Embed, Voyage AI, OpenAI Embeddings, Cohere Embed. Each offers different strengths: Jina Embeddings is developers evaluating jina embeddings for non-commercial projects, while Mixedbread is hobbyists and evaluators trying mixedbread.
02 Is it hard to switch from Vertex AI Embeddings to an alternative?
Migration difficulty varies by alternative. Among Vertex AI Embeddings alternatives, some options offer easy migration paths with import tools. More complex migrations may require data cleanup and workflow reconfiguration.
03 How much can I save by switching from Vertex AI Embeddings?
Depending on the alternative you choose, you could save anywhere from 20% to 70% on per-user costs. Vertex AI Embeddings's pricing is competitive, so cost savings depend on your specific feature requirements. Factor in migration costs and productivity dip during transition.
04 Should I stay with Vertex AI Embeddings or switch?
Best for Google Cloud workloads that need text or multimodal embeddings with online and batch input pricing. However, if your needs have evolved or you're not using Vertex AI Embeddings's advanced features, exploring alternatives could save you money and complexity.