We are a tiny startup needing an internal knowledge base chatbot. What is the most cost-effective RAG tool on the market right now?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are a tiny startup needing an internal knowledge base chatbot. What is the most cost-effective RAG tool on the market right now?
1 real search · 1 real-search pass
2026 most cost-effective RAG platforms internal knowledge base chatbot pricing Dify AnythingLLM Ragflow DocsBotGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
2026 most cost-effective RAG platforms internal knowledge base chatbot pricing Dify AnythingLLM Ragflow DocsBot Google ↗
- AnythingLLM · anythingllm.com
- Docker installation · docs.anythingllm.com
- Cloud · anythingllm.com
- Best self-hosted RAG & knowledge base apps for small businesses · selfhostmap.com
- Official pricing · dify.ai
- Dify Pricing · dify.ai
- Dify Cloud Pricing · dify.ai
- Official website · ragflow.io
- Open source RAG knowledge base local deployment horizontal evaluation: RAGFlow, Dify, AnythingLLM, Ollama selection guide · aistarmap.com
- Official pricing · docsbot.ai
- The knowledge layer: connecting AI to company docs · prasad.tech