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Weights & BiasesData & analytics
MLOps platform for tracking experiments, visualizing training runs, and collaborating on AI projects
Read the review →18 tools selected and reviewed
MLOps platform for tracking experiments, visualizing training runs, and collaborating on AI projects
Read the review →Open source vector search engine written in Rust, optimized for performance, available self-hosted or in the cloud
Read the review →Serverless managed vector database for semantic search and large-scale RAG applications
Read the review →| Tool | Best for | Price | FR | Level | Verdict | Rating | |
|---|---|---|---|---|---|---|---|
| WWeights & Biases | MLOps platform for tracking experiments, visualizing training runs, and collaborating on AI projects | Freemium | — | Intermediate | Very good | ★ 4.5 | |
| QQdrant | Open source vector search engine written in Rust, optimized for performance, available self-hosted or in the cloud | Freemium | — | Intermediate | Very good | ★ 4.5 | |
| PPinecone | Serverless managed vector database for semantic search and large-scale RAG applications | Freemium | — | Intermediate | Very good | ★ 4.5 | |
| MMLflow | Free open source platform for tracking experiments, packaging, and deploying machine learning models | Freemium | — | Intermediate | Very good | ★ 4.4 | |
| MMilvus | Open source vector database for similarity search at scale, also available via Zilliz Cloud | Freemium | — | Advanced | Very good | ★ 4.4 | |
| WWeaviate | Open source vector database combining semantic search, keyword search, and filters, available self-hosted or managed | Freemium | — | Advanced | Very good | ★ 4.4 | |
Undermind | Deep research agent for scientific literature that explores iteratively like a human expert would | Freemium | — | Intermediate | Very good | ★ 4.4 | |
Research Rabbit | Discover connected scientific literature visually, like Spotify recommends music, completely free | Free | — | Beginner | Very good | ★ 4.4 | |
| CChroma | Open source embeddings database, simple to install, designed for rapid prototyping of RAG applications | Freemium | — | Beginner | Very good | ★ 4.3 | |
Paperpal | AI academic writing assistant designed by scientific publishing experts: grammar, generation, and plagiarism check in one tool | Freemium | — | Beginner | Very good | ★ 4.3 | |
Semantic Scholar | Free AI-powered scientific search engine from the Allen Institute: 200 million papers, AI summaries, and open API | Free | — | Beginner | Very good | ★ 4.3 | |
| CComet ML | ML experiment tracking and LLM observability platform (Opik), available open source, limited free plan, or paid subscription | Freemium | — | Intermediate | Good choice | ★ 4.2 | |
SciSpace | Read, understand, and write academic papers with an AI copilot built into the PDF and writing editor | Freemium | — | Beginner | Good choice | ★ 4.2 | |
Connected Papers | Create visual graphs of similarity between scientific papers to map the state of the art and related work | Freemium | — | Beginner | Good choice | ★ 4.1 | |
| HHumata AI | Analysis of long and complex documents by AI, with source citation, for lawyers, researchers, and consultants | Freemium | — | Beginner | Good choice | ★ 4.0 | |
| LLanceDB | Open source embedded vector database whose cloud offering is sold exclusively by quote | Freemium | — | Intermediate | Good choice | ★ 4.0 | |
Scholarcy | Transform any academic paper into structured flashcards and intelligent summaries in seconds | Freemium | — | Beginner | Good choice | ★ 4.0 | |
| AAskYourPDF | Chat with your PDFs and documents via AI, to extract sourced answers and create a chatbot trained on your content | Freemium | — | Beginner | Good choice | ★ 3.9 |
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