These tools integrates with

OpenAI APIvsRAGFlow

GPT-5 era models, embeddings, and Responses API from OpenAI versus Deep-document-understanding RAG engine with visual pipeline editor

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Choose OpenAI API when…

  • You need the broadest ecosystem and most integrations
  • GPT-4 or o-series reasoning models are required
  • Assistants API, fine-tuning, or batch API are needed

Choose RAGFlow when…

  • Your RAG pipeline ingests complex PDFs with tables and figures
  • You want a visual no-code pipeline editor for RAG workflows
  • You need document understanding beyond simple text chunking

Side-by-side comparison

Field
OpenAI API
RAGFlow
Category
LLM Infrastructure
Pipelines & RAG
Type
Commercial
Open Source
Free Tier
✗ No
✓ Yes
Pricing Plans
API: Per token
Cloud: $0.01/page
GitHub Stars
40,000
Health
80 Active

OpenAI API

API access to GPT-5, GPT-5.5, o3/o4 reasoning models, and the Responses API; plus embeddings, image, audio, and Realtime endpoints. The most widely deployed LLM API in production.

RAGFlow

Open-source RAG engine built on deep document understanding — handles tables, figures, and complex layouts in PDFs that chunk-based RAG misses. Includes a visual DAG pipeline editor for building extraction and retrieval workflows. One of the fastest-growing RAG projects of 2025 with 40K+ GitHub stars.

Shared Connections2 tools both integrate with

Only OpenAI API (37)

CrewAIAutoGenPydanticAIsmolagentsAgnoMastraLiteLLMPortKeyLangfuseHelicone

Only RAGFlow (2)

HaystackOpenAI API

Explore the full AI landscape

See how OpenAI API and RAGFlow fit into the bigger picture — 235 tools, 543 relationships, all mapped.

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