Needle

Overview

Needle is an AI-powered search and knowledge intelligence platform designed to eliminate enterprise data silos. By connecting across fragmented data sources like Gmail, Slack, Confluence, GitHub, and Dropbox, Needle unifies scattered documents, notes, and files into a single, accessible search and retrieval layer. Utilizing agentic Retrieval-Augmented Generation (RAG) technology, Needle empowers teams to perform instant contextual searches, automate compliance and security audits, and deploy custom AI agents for internal workflows without requiring complex data engineering.

What it does

• Indexes unstructured internal data across Confluence, Slack, Gmail, GitHub, and Dropbox through a unified search layer.
• Uses agentic RAG technology to generate precise, context-aware answers to complex internal queries.
• Enables no-code and low-code creation of AI agents for automated compliance, research, and support workflows.
• Provides flexible integration via web UI, API endpoints, and direct platform connectors.

Who it's for

• Enterprise Operations & Knowledge Managers
• Customer Support & Success Teams
• Compliance & Security Audit Professionals
• Engineering & Product Management Organizations

Why it works

• Agentic RAG architecture delivers contextual answers from unstructured enterprise data.
• Pre-built connectors unify data across common tools like Slack, Confluence, and GitHub in minutes.
• Low-code interface allows non-technical business teams to build functional AI workflow agents.
• Free-tier pricing structure removes adoption barriers for small teams and growing startups.

Founder story

Needle was founded in 2024 by Jan Heimes and Onur Eken, operating between Berlin and San Francisco. Drawing from engineering and data leadership experience at companies like Celonis, Delivery Hero, Climeworks, and Notable Labs, the founders recognized that up to 90% of valuable enterprise data remains locked in unstructured tools. They built Needle to provide a unified search and AI agent foundation for modern businesses.

Alternatives

• Glean
• Dust
• Hebbia
• Guru

Comparison overview

• Needle provides agentic RAG search and custom AI agent creation across siloed SaaS apps like Slack and GitHub, whereas legacy search tools focus primarily on document keyword indexing.
• Needle offers a low-friction freemium tier and API access for organizations of all sizes, whereas enterprise platforms like Glean focus on large enterprise seat deployments.