Cohere Compass vs. Vald Comparison


Cohere Compass Cohere AI	Vald	+	+
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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 Vald is a highly scalable distributed fast approximate nearest neighbor dense vector search engine. Vald is designed and implemented based on the Cloud-Native architecture. It uses the fastest ANN Algorithm NGT to search neighbors. Vald has automatic vector indexing and index backup, and horizontal scaling which made for searching from billions of feature vector data. Vald is easy to use, feature-rich and highly customizable as you needed. Usually the graph requires locking during indexing, which cause stop-the-world. But Vald uses distributed index graph so it continues to work during indexing. Vald implements its own highly customizable Ingress/Egress filter. Which can be configured to fit the gRPC interface. Horizontal scalable on memory and cpu for your demand. Vald supports to auto backup feature using Object Storage or Persistent Volume which enables disaster recovery.
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 Developers interested in a powerful vector search engine and database
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 Not 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 Free Open source Free Version 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 Vald vald.vdaas.org
Alternatives troveGEN Intellara Technologies	Alternatives Chroma
Cohere Embed Cohere	Embeddinghub Featureform
Progress Agentic RAG Progress Software	Qdrant
BGE	Actian VectorAI DB Actian
Mixedbread View All	txtai NeuML View All
Categories Retrieval-Augmented Generation (RAG) Supported	Categories Neural Search Supported Vector Databases Supported

Integrations Docker Not Supported GitHub Supported Gmail Supported Go Not Supported Google Drive Supported IBM watsonx.data Not Supported Java Not Supported Jira Supported Kubernetes Not Supported Linear Supported Microsoft Exchange Supported Microsoft OneDrive Supported Microsoft Outlook Supported Microsoft SharePoint Supported Model Context Protocol (MCP) Supported Node.js Not Supported Notion Supported Python Not Supported Salesforce Supported Slack Supported Show More Integrations View All 13 Integrations	Integrations Docker Supported GitHub Not Supported Gmail Not Supported Go Supported Google Drive Not Supported IBM watsonx.data Supported Java Supported Jira Not Supported Kubernetes 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 Node.js Supported Notion Not Supported Python Supported Salesforce Not Supported Slack Not Supported Show More Integrations View All 7 Integrations
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