Category · 39 models

RAG Embeddings for Enterprise Search

Make every document, ticket and wiki page searchable by meaning.

What it is

Embedding models power semantic search and retrieval-augmented generation — the layer that turns scattered enterprise content into a single answer surface.

Real-world examples

  • ·Search a 2M-document SharePoint by meaning, not keywords
  • ·Power a 'ask your data' chat over Snowflake and Salesforce
  • ·Build a citation-grounded internal copilot

What to look for

  • ·Top-tier MTEB scores
  • ·Multilingual support
  • ·Cost per million tokens at scale

39 models in this category

text-embedding-3-large

OpenAI

AIDB91

High-dimensional embeddings for search, RAG and clustering.

Embeddings
TextProprietary

Voyage-3

Voyage AI

AIDB88

Top-ranked retrieval embeddings, optimised for RAG quality.

Embeddings
TextProprietary

DINOv3

Meta

AIDB92

Self-supervised vision foundation model for image features.

Image UnderstandingEmbeddings
ImageOpen

Cohere Embed v4

Cohere

AIDB89

Multimodal multilingual embeddings for enterprise RAG.

Embeddings
Text + ImageProprietary

Jina Embeddings v3

Jina AI

AIDB85

Multilingual long-context embedding model.

Embeddings
TextOpen Weights

BGE-M3

BAAI

AIDB88

Open multi-functional, multilingual embedding model.

Embeddings
TextOpen Weights

Nomic Embed v2

Nomic

AIDB89

Open MoE multilingual text embeddings.

Embeddings
TextOpen

Cohesity Gaia

Cohesity

AIDB93

RAG-based AI search and insights over enterprise backup data.

AgentsEmbeddings
SaaSProprietary

VAST Data Platform

VAST Data

AIDB88

Unified data platform for AI with embedded vector database and compute.

EmbeddingsAgents
PlatformProprietary

Databricks Mosaic AI

Databricks

AIDB94

End-to-end platform for building and serving custom AI agents on the lakehouse.

AgentsEmbeddings
PlatformProprietary

Pinecone

Pinecone

AIDB85

Managed vector database powering RAG and semantic-search apps.

Embeddings
DatabaseProprietary

Weaviate

Weaviate

AIDB85

Open-source vector database with hybrid search and modules.

Embeddings
DatabaseOpen

Elastic AI Assistant

Elastic

AIDB88

GenAI assistant across Elastic Search, Observability and Security.

AgentsEmbeddings
PlatformProprietary

Atlassian Rovo

Atlassian

AIDB92

Enterprise search and AI agents across Jira, Confluence and 3rd-party SaaS.

AgentsEmbeddings
SaaSProprietary

Glean

Glean

AIDB85

Enterprise-search and work-AI assistant across SaaS data.

EmbeddingsAgents
SaaSProprietary

Oracle Generative AI Service

Oracle

AIDB93

Managed LLM service on OCI featuring Cohere and Meta Llama models.

Text GenerationEmbeddings
PlatformProprietary

SAP AI Core

SAP

AIDB93

Runtime and lifecycle management for AI workloads on SAP BTP.

AgentsEmbeddings
PlatformProprietary

Salesforce Data Cloud + Einstein

Salesforce

AIDB94

Unified customer data foundation powering Einstein and Agentforce.

EmbeddingsAgents
PlatformProprietary

Azure AI Foundry

Microsoft

AIDB95

Unified platform to build, evaluate and deploy AI agents and models on Azure.

AgentsEmbeddings
PlatformProprietary

Azure AI Search

Microsoft

AIDB95

Vector and hybrid retrieval engine for grounding LLMs on enterprise data.

Embeddings
PlatformProprietary

Amazon Q Business

AWS

AIDB94

Generative-AI assistant grounded on enterprise data and SaaS connectors.

AgentsEmbeddings
SaaSProprietary

Amazon SageMaker AI

AWS

AIDB95

End-to-end platform to build, train and deploy ML and foundation models.

AgentsEmbeddings
PlatformProprietary

Vertex AI

Google Cloud

AIDB94

Unified platform for Gemini, Model Garden, agents and ML on GCP.

AgentsEmbeddings
PlatformProprietary

BigQuery ML / Gemini in BigQuery

Google Cloud

AIDB94

In-warehouse ML and GenAI directly on BigQuery data via SQL.

ReasoningEmbeddings
PlatformProprietary

IBM watsonx.ai

IBM

AIDB93

Studio to train, tune and deploy foundation models including Granite.

Text GenerationEmbeddings
PlatformProprietary

IBM watsonx.data

IBM

AIDB90

Open data lakehouse optimized for AI workloads and RAG.

Embeddings
PlatformProprietary

Informatica CLAIRE GPT

Informatica

AIDB85

Generative-AI assistant for data management, integration and governance.

AgentsEmbeddings
SaaSProprietary

Snowflake Cortex Agents

Snowflake

AIDB91

Build agentic apps grounded on governed Snowflake data with hosted LLMs.

AgentsEmbeddings
PlatformProprietary

Databricks Mosaic AI Agent Framework

Databricks

AIDB94

Tooling to build, evaluate and govern compound AI agents on the lakehouse.

AgentsEmbeddings
PlatformProprietary

VMware Private AI

Broadcom / VMware

AIDB86

On-prem GenAI reference architecture co-engineered with NVIDIA and IBM.

AgentsEmbeddings
PlatformProprietary

Dropbox Dash

Dropbox

AIDB87

Universal search and AI assistant across SaaS apps and content.

EmbeddingsAgents
SaaSProprietary

Teradata AI Unlimited / ClearScape

Teradata

AIDB86

In-database analytics and GenAI orchestration on Teradata VantageCloud.

ReasoningEmbeddings
PlatformProprietary

MongoDB Atlas Vector Search

MongoDB

AIDB84

Native vector search in MongoDB Atlas for RAG and semantic apps.

Embeddings
DatabaseProprietary

Redis AI / Vector

Redis

AIDB84

Low-latency vector database and semantic cache for GenAI apps.

Embeddings
DatabaseProprietary

Shopify Semantic Search

Shopify

AIDB85

Embeddings-based product search powering natural-language storefront discovery.

Embeddings
SaaSProprietary

Segment Linked Audiences

Twilio Segment

AIDB85

AI-powered CDP predictions joining warehouse data to real-time activation.

EmbeddingsAgents
PlatformProprietary

VMware Cloud Foundation AI Services

Broadcom / VMware

AIDB89

Private AI services for VCF — model serving, RAG and vector DB on-prem.

EmbeddingsAgents
PlatformProprietary

Cloudflare Workers AI

Cloudflare

AIDB88

Serverless GPU inference platform running open models at the edge.

Text GenerationEmbeddingsImage Generation
PlatformProprietary

Meta's Generative Ads Model (GEM)

Meta

AIDB95

Meta's recommendation model tracked by Epoch, focused on recommender system.

Embeddings
TextProprietary

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