Cohere Compass vs. TILDE Comparison


Cohere Compass Cohere AI	TILDE ielab	+	+
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About Cohere Compass is an intelligent enterprise search and discovery system that connects agents and models to business data, giving AI applications the context they need through powerful search and retrieval. It uses advanced extraction processes and AI-powered indexing to surface relevant information from enterprise documents with high accuracy. Compass is multimodal, multilingual, and format-agnostic, allowing it to understand images, slides, spreadsheets, PDFs, DOCX files, XLSX files, and other document types. It can connect to existing data sources or accept local document uploads, then automatically process, index, and manage that information without requiring teams to host or scale their own vector database. It is built on Cohere’s Embed and Rerank retrieval models and can support AI agents, retrieval-augmented generation applications, and unified enterprise knowledge search.	About TILDE (Term Independent Likelihood moDEl) is a passage re-ranking and expansion framework built on BERT, designed to enhance retrieval performance by combining sparse term matching with deep contextual representations. The original TILDE model pre-computes term weights across the entire BERT vocabulary, which can lead to large index sizes. To address this, TILDEv2 introduces a more efficient approach by computing term weights only for terms present in expanded passages, resulting in indexes that are 99% smaller than those of the original TILDE. This efficiency is achieved by leveraging TILDE as a passage expansion model, where passages are expanded using top-k terms (e.g., top 200) to enrich their content. It provides scripts for indexing collections, re-ranking BM25 results, and training models using datasets like MS MARCO.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers, AI teams, and enterprises seeking to connect agents and applications to internal data through secure, scalable search and retrieval	Audience Academic researchers and developers searching for a tool to implement efficient and scalable passage re-ranking and expansion techniques
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Supported Live Online Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Cohere AI Founded: 2019 Canada cohere.com/compass	Company Information ielab United States github.com/ielab/TILDE/tree/main
Alternatives Cohere Embed Cohere	Alternatives ColBERT Future Data Systems
Progress Agentic RAG Progress Software	Jina Reranker Jina
BGE	Vectara
Mixedbread	Pinecone Rerank v0 Pinecone
Pinecone Rerank v0 Pinecone View All	RankLLM Castorini View All
Categories Retrieval-Augmented Generation (RAG) Supported	Categories Reranking Models Supported

Integrations GitHub Supported Gmail Supported Google Drive Supported Hugging Face Not Supported Jira Supported Linear Supported Microsoft Exchange Supported Microsoft OneDrive Supported Microsoft Outlook Supported Microsoft SharePoint Supported Model Context Protocol (MCP) Supported Notion Supported Python Not Supported Salesforce Supported Slack Supported Show More Integrations View All 13 Integrations	Integrations GitHub Not Supported Gmail Not Supported Google Drive Not Supported Hugging Face Supported Jira Not Supported Linear Not Supported Microsoft Exchange Not Supported Microsoft OneDrive Not Supported Microsoft Outlook Not Supported Microsoft SharePoint Not Supported Model Context Protocol (MCP) Not Supported Notion Not Supported Python Supported Salesforce Not Supported Slack Not Supported Show More Integrations View All 2 Integrations
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