Scales efficient language processing with open-source accessibility.
Needle
Needle unifies scattered company data into a single searchable layer and provides a RAG API for building AI applications on top of internal documents.

About Needle
Needle is a knowledge threading platform that connects to multiple data sources such as Google Drive, Slack, Notion, Confluence, and Jira, creating a unified search layer across all of them. When users search or ask questions, Needle retrieves relevant information from any connected source in real time. For developers, the platform offers a RAG API that enables the building of AI-powered applications which reference company data directly, making it useful for internal tools, customer support bots, or any application requiring answers derived from actual documents rather than general-purpose models. The API handles retrieval and context assembly, allowing developers to focus on application logic. Needle also includes workflow automation features that let users set up triggers and actions across connected tools, such as automatically summarizing new documents, routing information to specific Slack channels, or generating reports from data spread across multiple platforms. The free tier allows testing with real data before scaling up, and the platform is designed for operations managers, developers, knowledge workers, startup teams, and researchers who need to streamline data access and workflows.
Key features
- Unified search across multiple data sources
- RAG API for developers to build AI applications
- Workflow automation with triggers and actions
- Real-time retrieval of company data
- Integration with Google Drive, Slack, Notion, Confluence, and Jira
- Context assembly for AI-powered applications
- Free tier for testing and small-scale use
- Automated summarization and report generation
- Routing of information to specific channels or tools
Use cases
- Searching across scattered company documents
- Building RAG-powered AI applications on internal data
- Automating data workflows between connected tools
Pros
- Connects to over 3,000 tools including CRM, email, calendar, and document platforms
- Deploys proactive AI agents that identify, qualify, and engage leads autonomously
- Mirrors user permissions to perform tasks across integrated tools
- Learns and adapts to user workflows and preferences over time
- Operates directly within Slack for seamless team collaboration
Cons
- Limited visibility into agent decision-making processes for auditing
- Requires careful setup to ensure proper permissions and data access
- May generate noise if proactive agents act without sufficient context
- Dependent on the reliability and connectivity of integrated third-party tools
Frequently asked questions about Needle
What does Needle do?
Needle provides proactive AI agents that automate revenue workflows by identifying, researching, and engaging leads. It connects to tools like CRM, email, and LinkedIn to perform tasks such as lead qualification, outreach sequencing, and deal tracking.
Who is Needle designed for?
Needle is designed for revenue teams, including sales, marketing, and operations professionals, who need to streamline lead generation, outreach, and deal management processes.
How does Needle integrate with existing tools?
Needle integrates with over 3,000 tools, including CRM systems like Salesforce and HubSpot, email platforms like Gmail and Outlook, and productivity apps like LinkedIn and Cal.com, to automate tasks within a user's existing workflow.
Can Needle work autonomously?
Yes, Needle agents operate proactively, identifying opportunities, drafting messages, and updating CRM records without constant manual input, while mirroring the user's permissions and work style.
What kind of tasks can Needle agents perform?
Needle agents can qualify leads, map buying committees, draft personalized outreach sequences, monitor deal progress, and flag stalled opportunities, all while learning from the user's past interactions.
How do I get started with Needle?
Users can start by booking a demo on the Needle website, where the team maps out specific revenue processes to identify where an agent can provide immediate value.
Needle traffic & engagement
needle.app · third-party estimates from Similarweb
Traffic trend
Last 4 months · grows by one month every month
- Jun 202650K
- Jul 202645K−9.9%
- Aug 202627K−41.1%
- Sep 202618K−31.6%
Top countries
Share of visits · estimated visits
Other countries: 44%
Compared with similar tools
Coding & Development · Sep 2026
Traffic figures are third-party estimates, good for scale and trends; they can differ from a company's own numbers. Updated monthly.