Google Vertex AI Text Embeddings
Convert text into dense vector representations for semantic search and AI applications
- Vendor
- Also known as
- google-vertex-ai-text-embeddings
Available worldwide · Popular in: US
What is Google Vertex AI Text Embeddings?
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.
Google Vertex AI Text Embeddings pricing
We don't have Google Vertex AI Text Embeddings's full plan breakdown yet (its pricing page resisted automated reading). Here's what we could confirm. Always check live pricing for exact numbers.
Usage-based pricing; new customers receive $300 in free credits
What Google Vertex AI Text Embeddings does
The capabilities that matter for embeddings apis, normalised so it lines up with every alternative. “-” means we haven't confirmed it, not that it's missing.
- Architecture model
- Managed cloud API
- 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
Platform & deployment
Independently observed- CLI
- Web
- Cloud / SaaS
Integrations (1)
Independently observed- Vector Search
Google Vertex AI Text Embeddings FAQ
Common questions about Google Vertex AI Text Embeddings, answered from independent, dated evidence.
What is Google Vertex AI Text Embeddings?
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
What platforms does Google Vertex AI Text Embeddings support?
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
Can Google Vertex AI Text Embeddings be self-hosted?
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
Where is Google Vertex AI Text Embeddings available?
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
Google Vertex AI Text Embeddings alternatives
Other embeddings apis we track, ranked by the same independent score.
- Cohere EmbedNumerical representation models that convert text into embeddings for machine learning applicationsmedium · 60%
- Mixedbread (mxbai)API service for indexing and searching multimodal content with semantic capabilitiesmedium · 58%
- Amazon Bedrock Titan Embeddingslow · 35%
- sentence-transformersA Python module for working with embedding and reranking modelsmedium · 54%
- FastEmbedPython library for generating text and image embeddings with minimal dependenciesmedium · 54%
- Jina EmbeddingsMultimodal vector embeddings for search, content retrieval, and AI agent developmentlow · 35%
Compare Google Vertex AI Text Embeddings
Side by side against other embeddings apis, attribute by attribute, with a source on every value.
The vioscaleAI score: one lens on the evidence
Not user reviews and not a paid placement: a confidence-weighted blend of the independent signals below (adoption, activity, security posture, and more), which you can sort and re-weight yourself. Vendors can correct their listing but can never move their rank, and stars are weighted low as a vanity metric. It is one way to read the evidence for Google Vertex AI Text Embeddings, not the verdict.
| Signal | Score | Weight | Contribution | Evidence |
|---|---|---|---|---|
| Price level | 80 | 0.04 | 3.3 | ✓ |
| Capabilities | 67 | 0.04 | 2.5 | ✓ |
| Pricing transparency | 25 | 0.05 | 1.4 | ✓ |
| Integrations | 9 | 0.04 | 0.4 | ✓ |
| Reliability | 0 | 0.07 | 0.0 | - |
| Security posture | 0 | 0.12 | 0.0 | - |
Computed . Re-weight it by intent, or see the full method.
All data & sourcesshow ↓
Every value we hold, with its source, retrieval date, and confidence. This is the evidence behind the score: don't trust it, verify it.
Content
| Attribute | Value | Evidence |
|---|---|---|
| Faq | 4 items | mediumsource · 2026-09-10 · 57% |
Features
| Attribute | Value | Evidence |
|---|---|---|
| Capabilities | Pricing model: per_million_tokens_api · Architecture model: managed_cloud_api · Multi modal image and text joint embeddings: Yes · Massive context window greater than 8k tokens: Yes · Multilingual support across 100 plus languages: Yes · Task specific prefixes query vs document instructions: Yes | mediumsource · 2026-10-02 · 60% |
Integrations
| Attribute | Value | Evidence |
|---|---|---|
| Count | 1 | mediumsource · 2026-08-21 · 60% |
Market
| Attribute | Value | Evidence |
|---|---|---|
| Availability | PrimaryMarkets: … · AvailabilityScope: global · AvailableCountries: … · NotAvailableCountries: … | mediumsource · 2026-10-02 · 50% |
Pricing
Is Google Vertex AI Text Embeddings the right choice for you?
Tell us the job, the constraints and what you weigh most, and we will rank Google Vertex AI Text Embeddings against the rest of the embeddings apis we index, using the same dated evidence weighted your way.
Free to run, no account needed to start. How the evaluation works
Is this your product?
This profile was built from public sources without asking you. You can take the badge below and use it anywhere, and you can claim the profile to correct anything we got wrong. Both are free, and neither moves Google Vertex AI Text Embeddings up or down: nobody can buy rank here, including you.
Take the badge
Live, always current, and free to use on your own site. It shows Google Vertex AI Text Embeddings's independent score and links back to this profile.
<a href="https://www.vioscale.ai/software/google-vertex-ai-text-embeddings" target="_blank" rel="noopener">
<img src="https://www.vioscale.ai/badge/software/google-vertex-ai-text-embeddings.svg" alt="Google Vertex AI Text Embeddings, verified on vioscaleAI" width="330" height="76" loading="lazy" />
</a>Markdown, for a README →
[](https://www.vioscale.ai/software/google-vertex-ai-text-embeddings)Claim the profile
Verify you control the domain, then point us at the pages that state the facts about Google Vertex AI Text Embeddings and add your own description and media. Free, and it does not change the score.
- Correct anything wrong, with evidence
- Point our crawler at the pages that matter
- Write your own description and add media
Not the owner? How vendor profiles work