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📖 The AI Tool Bible

Feast alternatives

6 rag tools in the same lane as Feast, ranked by editorial score.

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LA

LanceDB

RAG
8.2

Open-source multimodal lakehouse and vector database built for AI training and retrieval at petabyte scale.

Freemium· Open-source free; LanceDB Cloud and Enterprise via contact salesvector-searchrag
DV

Databricks Vector Search

RAG · Multi-model (BYO embeddings or Databricks-hosted)
8.1

Managed hybrid vector search that lives inside the Databricks lakehouse and auto-syncs with your source tables.

Enterprise· Standard: $605 · Storage Optimized: $922rag-retrievalhybrid-search
PO

PostgresML

RAG · Multi-model (Llama, Mistral, open-source embeddings)
7.1

PostgreSQL extension that runs embeddings, vector search, and LLM inference inside your database.

Freemium· Serverless: From $7.50 per query hour · Dedicated: From $0.60 per instance hour · Enterprise: Custom pricingvector-searchrag
ME

Meilisearch

RAG · Retrieval engine (Rust); pluggable embedders including OpenAI, Cohere, Hugging Face, Ollama and custom REST models

Open-source, lightning-fast search engine with built-in hybrid and vector search for RAG

Freemium· Cloud: $20/month · Usage-based: $30/month · Resource-based: $23/month · Instance: $18/monthE-commerce product searchDocumentation and knowledge base search
RA

RAGFlow

RAG · Multi-model
8.1

Open-source RAG engine with deep document parsing, hybrid search, and visual agent orchestration.

Freemium· Free tier; Starter $29/mo; Pro $129/mo; Enterprise customdocument-qaenterprise-search
HA

Haystack

RAG · Multi-model
6.9

Open-source Python framework from deepset for building production RAG pipelines and LLM agents.

Freemium· Open-source free; deepset Enterprise Support and AI Platform via salesragagents