Vertex AI Multimodal Embeddings
Vertex AI Multimodal Embeddings is worth evaluating for general LLM work when its provider route and context window match the workload.
Use it for
- Teams evaluating general LLM work
- Buyers comparing 1 tracked provider route
Do not use it for
- Strict JSON or tool-calling flows
- Released
- 2024-08-01
- Specialization
- embedding
- Openness
- Proprietary
- License
- ProprietaryCommercial use: conditional
- Training
- Pretrained
Cheapest of 1 route · GCP Vertex AI
About
Vertex AI Multimodal Embeddings is Google Cloud's foundation embedding model for image, text, and video inputs. It supports cross-modal retrieval and semantic search through the Vertex AI Multimodal Embeddings API.
Vertex AI Multimodal Embeddings is a proprietary model. The structured metadata tracks multimodal input. This page tracks provider routes through GCP Vertex AI, with the cheapest tracked route listed at free input and free output per 1M tokens. No headline benchmark score is tracked for Vertex AI Multimodal Embeddings yet.
Top use-case fit
No primary decision-task fit is mapped for this model yet.
Provider price ladder
Compare API pricing across 1 providers for input and output tokens, batch, and cached reads when available.
| Provider | Input / 1M | Output / 1M | Route |
|---|---|---|---|
| GCP Vertex AI | Free | Free | Serverless |
Available via routers & gateways(13)
LiteLLM
GatewayOpen-source Python SDK and proxy server that unifies 100+ LLM APIs behind a single OpenAI-compatible interface, with load balancing, cost tracking, and configurable failover.
OpenRouter
HybridUnified hybrid gateway to 400+ models from 60+ providers via a single OpenAI-compatible API, with optional auto-routing that selects the best model per prompt.
Portkey
GatewayProduction AI gateway routing to 1,600+ LLMs with failover, load balancing, semantic caching, and guardrails; Apache 2.0 core is fully self-hostable with the complete feature set.
AIRouter
RouterCommercial LLM router that analyzes incoming requests and routes to the optimal model for cost/quality/latency via a drop-in OpenAI-compatible API, with a privacy-preserving embedding mode that avoids sending prompt content.
Helicone
GatewayObservability-first AI gateway with routing, caching, rate limiting, and request tracing; Apache 2.0 open-source core with a managed hosted tier for logging and analytics.
Kong AI Gateway
GatewayMulti-LLM AI gateway built on Kong Gateway 3.x, adding semantic routing, load balancing, guardrails, and MCP traffic analytics as plugins over Kong's existing API management platform.
Capabilities
Benchmark peer barsfor Coding
No task-mapped benchmark peers are available for this model yet.
Migration checks
No linked migration route is available for this model yet.
Frequently asked questions
How much does Vertex AI Multimodal Embeddings cost?
Vertex AI Multimodal Embeddings is available at $0/1M input tokens through GCP Vertex AI.
When was Vertex AI Multimodal Embeddings released?
Vertex AI Multimodal Embeddings was released on 2024-08-01.
Which providers offer Vertex AI Multimodal Embeddings?
Vertex AI Multimodal Embeddings is available from 1 provider: GCP Vertex AI.
Cheapest of 1 route · GCP Vertex AI