Google Vertex AIPlatform43/100 via “multimodal embedding generation and semantic search across text, images, and video”
Google Cloud ML platform — Gemini, Model Garden, RAG Engine, Agent Builder, AutoML, monitoring.
Unique: Multimodal embedding API that generates embeddings for text, images, and video using Gemini-based models. Integrates with Vertex AI Search for managed semantic search and BigQuery Vector Search for structured data, enabling end-to-end semantic search without external vector databases.
vs others: Supports multimodal embeddings (text + image + video) in a single model, whereas most competitors (OpenAI, Anthropic) focus on text-only embeddings. Tighter integration with Google Cloud infrastructure than standalone embedding services like Cohere or Together AI