Best Multimodal RAG AI Tools & Models - Premium Multimodal RAG News

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Google Upgrades Gemini API File Search: Multimodal RAG Capabilities Achieve Comprehensive Advancement

Google announced an upgrade to the file search feature of the Gemini API, breaking through text retrieval limitations based on the Gemini Embedding2 model, integrating images and complex documents, enhancing multimodal RAG capabilities, and marking a critical step forward for enterprise-level AI information retrieval accuracy.

16.9k 11 hours ago

Google Upgrades Gemini API File Search: Multimodal RAG Capabilities Achieve Comprehensive Advancement

Tsinghua University and Others Release UltraRAG 2.1! The World's First Multimodal RAG Framework Based on MCP Architecture, Build an Intelligent Retrieval System with a YAML File

Tsinghua University and partners released UltraRAG2.1, the first open-source RAG framework with MCP architecture. It enables multi-stage reasoning and evaluation of multimodal retrieval systems via YAML configuration, requiring no coding, lowering barriers and advancing RAG technology.....

19k 13 hours ago

Say No to OCR! ColQwen2 + Weaviate Revolutionizes PDF Processing with AI-Powered Intelligent Question Answering

Multimodal RAG integrates image-text vectors via ColQwen2 & Qwen2.5, eliminating OCR/chunking for document QA.....

12.2k 6 days ago

Say No to OCR! ColQwen2 + Weaviate Revolutionizes PDF Processing with AI-Powered Intelligent Question Answering

RAGFlow is Here! Open-source RAG Engine Unlocks Deep Document Understanding and Ignites a New Enterprise AI Revolution!

Recently, an open-source RAG (Retrieval-Augmented Generation) engine called RAGFlow has attracted significant attention in the industry. This enterprise-level AI tool, based on deep document understanding, provides companies with a brand-new solution for processing complex documents and achieving precise question answering through its powerful multimodal data processing capabilities and efficient workflows. RAGFlow: The Pioneer of Deep Document Understanding RAGFlow is a fully open-source RAG engine that focuses on deep document understanding, aiming to help businesses and individuals extract valuable information from massive amounts of unstructured data.

12.5k 5 hours ago

AI Products

Sup AI

Eliminate hallucinations. Multi-modal RAG doesn't forget information. Intelligently orchestrate cutting-edge models and deliver excellent task performance.

Development platform

6.2k

Models

Gemini 2.0 Flash-Lite

Google

$0.49

Input tokens/M

$2.1

Output tokens/M

Context Length

GPT-4.1 mini

Openai

$2.8

Input tokens/M

$11.2

Output tokens/M

Context Length

Grok 4 Fast

Xai

$1.4

Input tokens/M

$3.5

Output tokens/M

Context Length

GPT-5 Codex

Openai

Input tokens/M

Output tokens/M

Context Length

Claude 3 Opus

Anthropic

$105

Input tokens/M

$525

Output tokens/M

200

Context Length

Gemini 2.0 Flash

Google

$0.7

Input tokens/M

$2.8

Output tokens/M

Context Length

Claude Haiku 4.5

Anthropic

Input tokens/M

$35

Output tokens/M

200

Context Length

Gemini 2.5 Flash

Google

$2.1

Input tokens/M

$17.5

Output tokens/M

Context Length

Claude Sonnet 4.5

Anthropic

$21

Input tokens/M

$105

Output tokens/M

200

Context Length

Claude 3 Sonnet

Anthropic

$21

Input tokens/M

$105

Output tokens/M

200

Context Length

Gemini 2.5 Flash-Lite

Google

$0.7

Input tokens/M

$2.8

Output tokens/M

Context Length

qwen3-vl-235b-a22b-thinking

Alibaba

Input tokens/M

$20

Output tokens/M

Context Length

qwen3-vl-plus

Alibaba

Input tokens/M

$10

Output tokens/M

256

Context Length

qwen-image-edit

Alibaba

Input tokens/M

Output tokens/M

Context Length

Doubao-Seed-Translation

Bytedance

$1.2

Input tokens/M

$3.6

Output tokens/M

Context Length

qwen3-livetranslate-flaltimeash-re-2025-09-22

Alibaba

Input tokens/M

$240

Output tokens/M

Context Length

wan2.5-i2v-preview

Alibaba

Input tokens/M

Output tokens/M

Context Length

wan2.5-t2i-preview

Alibaba

Input tokens/M

Output tokens/M

Context Length

wan2.5-t2v-preview

Alibaba

Input tokens/M

Output tokens/M

Context Length

qwen3-omni-flash-realtime

Alibaba

$3.9

Input tokens/M

$15.2

Output tokens/M

Context Length

MCP

MaxKB

MaxKB is an open-source AI assistant designed specifically for enterprises. It supports the RAG process, workflow engine, and multimodal interaction, and is suitable for scenarios such as intelligent customer service and knowledge bases.

python

31.7k

No rating available

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