Comparison

Google Vertex AI Text Embeddings vs Nomic Embed

On the evidence we track, Google Vertex AI Text Embeddings leads this comparison with a composite score of 44/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Google Vertex AI Text Embeddings44
Nomic Embed30
Score
Vioscale score
Google Vertex AI Text Embeddings44 / 100low · 36%
Nomic Embed30 / 100low · 36%
Pricing
Free tier
Google Vertex AI Text Embeddings
Nomic Embed
Model
Google Vertex AI Text Embeddingsfreemium
Nomic Embedcommercial
Price level
Google Vertex AI Text Embeddingslow
Nomic Embedmid
Starting price
Google Vertex AI Text Embeddings
Nomic Embed$20
Transparent
Google Vertex AI Text Embeddings
Nomic Embed
Integrations
Count
Google Vertex AI Text Embeddings1
Nomic Embed6
Market
Availability

Capabilities

Feature-by-feature on the axes that matter for embeddings apis. “-” means undocumented, not absent.

Capabilities
Architecture model
Google Vertex AI Text EmbeddingsManaged cloud API
Nomic EmbedManaged cloud API
Matryoshka representation learning for dimension truncation
Google Vertex AI Text Embeddings-
Nomic Embed-
Multilingual support across 100 plus languages
Google Vertex AI Text Embeddings
Nomic Embed-
Binary and scalar quantization for memory reduction
Google Vertex AI Text Embeddings-
Nomic Embed-
Cross encoder reranker API offered
Google Vertex AI Text Embeddings-
Nomic Embed-
Late interaction architecture colbert v2
Google Vertex AI Text Embeddings-
Nomic Embed-
Massive context window greater than 8k tokens
Google Vertex AI Text Embeddings
Nomic Embed-
Multi modal image and text joint embeddings
Google Vertex AI Text Embeddings
Nomic Embed
Task specific prefixes query vs document instructions
Google Vertex AI Text Embeddings
Nomic Embed-
Zero data retention training opt out enterprise
Google Vertex AI Text Embeddings-
Nomic Embed-
SOC2 type ii
Google Vertex AI Text Embeddings-
Nomic Embed-
Mit or apache permissive oss license
Google Vertex AI Text Embeddings-
Nomic Embed-
Pricing model
Google Vertex AI Text EmbeddingsPer million tokens API
Nomic Embed-

What each one is

The product in its own terms, so the numbers below have context.

Google Vertex AI Text Embeddings

Leader

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.

Independently observed

Nomic Embed

A cloud-based AI platform purpose-built for architecture and construction professionals that automatically parses complex multimodal documents—including drawings, specifications, and project files—and provides intelligent agents for reviewing designs, checking compliance, and searching project knowledge.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Google Vertex AI Text Embeddings

Leader
Usage-basedFree tier

Free credits ($300) for new customers; usage-based pricing thereafter

as of verify ↗

Nomic Embed

from $20/moSubscription

From $20/month

  • Self ServiceFrom $20/month
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Google Vertex AI Text Embeddings
Nomic Embed
CLI
Google Vertex AI Text Embeddings
Nomic Embed
Deployment
Cloud / SaaS
Google Vertex AI Text Embeddings
Nomic Embed

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Google Vertex AI Text Embeddings

Leader
1 total
  • Vector Search
Independently observed

Nomic Embed

6 total
  • Autodesk Forma
  • Fieldwire
  • Bentley ProjectWise
  • Procore
  • SharePoint
  • Egnyte
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.