FAQs
Common questions about Needl.ai, answered.

What is Needl.ai?
Needl.ai is a secure context engine for financial markets. It brings together the filings, transcripts, research, and internal systems your team relies on, and makes every one of them searchable, answerable, and cited, inside your own environment. Learn more about the platform and Trust and Security.
How is Needl.ai different from a general-purpose AI chatbot?
Needl.ai is retrieval-first and grounded in your own documents, so every answer is cited and traceable rather than generated from memory. It runs without a vector database and deploys privately. See how this works across our use cases.
Is our data kept private and secure?
Yes. Needl.ai deploys inside your own cloud or on-prem environment, and your data does not leave it. Read more on Trust and Security and in our Privacy Policy.
What use cases does Needl.ai support?
Common workflows include AI Due Diligence, Credit Rating Report Generation, Compliance Event Monitoring, Relationship Manager Copilot, Financial Modeling, and Portfolio Monitoring.
Which industries does Needl.ai serve?
Needl.ai supports Private Equity and Private Credit, Asset Management, Banking and Capital Markets, Wealth Management, and Credit Rating Agencies.
How accurate are Needl.ai's answers?
Needl.ai is built for grounded, citation-backed answers, with published results such as 97%+ accuracy on financial document question answering. Explore real outcomes in our success stories.
What tools and systems does Needl.ai connect to?
Needl.ai connects to the systems your team already uses, including email, document stores, messaging, and CRM. See the full list on Integrations and Connectors.
How do we get started with Needl.ai?
The fastest way is to book a demo and see Needl.ai run on your own documents. You can also download our whitepaper.
See Needl.ai run on your own documents
The fastest way to get started is a demo on the documents your team works with.


