Built for private markets
Reads filings, deals and covenants without a lot of prompting to set up.
Domain Expertise
Your Private Enterprise AI for Financial Markets
A force multiplier for your investment team, lowering cost per AUM while sharpening every decision.
Trusted by teams at
Winning firms don’t compete on models
The models and the data are the same for everyone. Your edge is the context layer on top, and that is what Needl.ai builds for you.
Every answer cites its source
Grounded in a real source and shown with a citation your team can defend.
No Hallucination
For analysts and fund managers
Quick retrieval for analysts, deeper causal reasoning for fund managers.
Retrieval and Reasoning
Runs inside your infrastructure
Your environment, your permissions, nothing sent out. Your models, your cloud.
Private by Design
Root-cause analysis
Root-cause analysis and scenario planning, built for how PMs work.
Causal AI
What makes 
different?
Foundation models and market data are available to everyone on identical terms. The difference is what sits between them and the decision: whether your own filings, contracts and deal history are searchable in seconds, whether every answer arrives with the page it came from, and whether you can test a covenant before it breaks. That is the layer Needl.ai builds, inside your environment, with the final call left to your team.
Layer 5
Investment Judgment
The decisions your partners are paid to make. This is your edge, and it stays with your team.
Where you winLayer 4
Scenario Intelligence
Stress tests plus covenant and portfolio monitoring across the whole book, so you see risk before it lands.
Layer 3
Context Intelligence
Your firm’s knowledge, searchable in seconds, with every answer sourced and up to date.
Layer 2
Data Infrastructure
VDRs, CRM and market data, the raw inputs every firm on the street already has.
CommodityLayer 1
Foundation Models
Powerful, and interchangeable.
CommoditySee Needl.ai run complex financial workflows
Pick a workflow to watch it run. We sit with your team, understand the work in depth, then design the workflow around it.
For deal teams focused on PE, PC and VC
Raw data room to IC memo in days.
It reads every document in the room, runs commercial, financial, legal and covenant analysis, and cites each figure back to its page.
- 01Builds the diligence plan for the asset class and deal side
- 02Runs commercial, financial, legal and covenant analysis
- 03Delivers dashboards, red flags and a cited IC memo
For Credit analysts in Rating agencies
Credit reports in your own format
It builds the financials, peer tables and annexures from the source documents, and returns a complete first draft the analyst reviews rather than writes.
- 01Checks the documents belong together
- 02Extracts financials, ratings and peers
- 03Writes and formats to your template
For Compliance analysts in Regulatory advisory
Regulatory change, monitored daily
Regulator sites read every day, each item graded by priority, delivered as a daily brief and alerts with the source attached.
- 01Watches regulator and legislature sites
- 02Grades each item high, medium or low
- 03Sends the daily brief and urgent alerts
For Relationship managers in Wealth management
Ready for every client conversation
A weekly tracker in your house style, plus an assistant that answers client questions from your own research, with citations.
- 01Follows the themes your desk covers
- 02Scores and explains every item
- 03Answers client questions with sources
For Equity analysts in Research
Models built from the filings
It builds the model straight from the filings, links the operating drivers so one assumption flows through the whole forecast, and writes the note off that same model.
- 01Fills historicals from the filings
- 02Links sector drivers so changes flow through
- 03Drafts the note from the model
For Equity analysts running company coverage
Coverage notes, in your voice
It reads the quarter’s filings and transcripts, then writes a note built around what actually changed, in your section structure, with a document behind every claim.
- 01Plans the sections for the company and sector
- 02Writes what changed quarter on quarter
- 03Attributes every claim to its document
For Traders on Energy and commodities desks
Market signals as they happen
It watches price-moving sources without a break, scores each item against what your desk actually trades, and sends the alert with its reasoning, all inside your own cloud.
- 01Reads every source on a priority schedule
- 02Judges each item, reasoning recorded
- 03Alerts the desk and answers follow-ups
For Portfolio managers in Risk and lending
The whole book, watched all day
Define the portfolio once. Get an alert when a filing is material or a price moves more than the market, and a digest even on quiet days.
- 01Sorts filings into material and routine
- 02Judges price moves against the index
- 03Explains every alert it sends
Built for every desk in financial services
Every desk works from different documents and asks different questions. The context layer underneath is the same one.
Private Equity & Private Credit
Compress diligence, automate IC memos, monitor portfolio companies.
Months to daysExplore
Wealth Management & Private Banking
Compliance-guardrailed client answers, no document hunting.
Answers in secondsExplore
Asset Management
Track holdings, sectors, and market signals at scale.
10 hrs/week savedExplore
Credit Rating Agencies
Turn filings into consistent, audit-ready credit opinions.
3 months to 1 weekExplore
Banking & Capital Markets
Research, credit, and compliance across huge data volumes.
98%+ accuracyExplore
See Needl.ai in action for your team
Built for the teams who read the filings, contracts and data rooms behind every decision.
Outcomes from real customers
What changed for these teams after they went live with Needl.ai.
“We did in one week what previously took three months. The quality held up and the causal analysis surfaced risks our team hadn’t identified yet.”
Managing Director
US Private Equity Firm
12x12x
Faster due diligence
“Needl.ai reduced our analyst effort by more than 60%, while improving the accuracy and turnaround time of the reports we produce every day.”
Chief Analytics Officer
Global Ratings Agency
60%60%
Efficiency gain
“Needl.ai has gone above and beyond in delivering value. We are already interested in expanding its scope across the company.”
Trading Desk Executive
Institutional Trading Desk
$250K$250K
Impact delivered
“Needl.ai gave us enterprise-grade assurance, no compliance risks, no shadow AI, and complete control over our data environment.”
Chief Investment Officer
Fortune 500 Company
100%100%
Secure and compliant
“We stopped second-guessing the output. Almost every answer comes back with a citation we can open and verify, so a review that used to take hours now takes minutes.”
Head of Research
Global Macro Hedge Fund
97%97%
Sourced accuracy
“Reports that used to take a week now turn around in a couple of days, without losing the depth our investment committee expects.”
Director of Credit
Private Credit Fund
3x3x
Faster turnaround
What those numbers mean
Read the whitepaper12×
Faster diligence
A cycle that ran for three months now closes in about a week, from the first document in the data room to the drafted IC memo.
97%
Answer accuracy
Measured against your own documents. Every claim carries a citation you can open, so a reviewer checks the source rather than trusting the model.
60%+
Effort saved
Analyst hours on recurring reports, returned to the judgment work only your team can do. Turnaround improves alongside it.
Your cloud
Deployed where you are
Your own AWS or Azure account, or fully on premise. Your keys, your permissions, your egress rules, and no document leaves your perimeter.
Five capabilities, built for the way desks actually work.
AI Due Diligence
Reads the whole data room, flags what matters and drafts the IC memo, with every finding traced back to its source document.
12×
From data room to IC memo in days, not months
12×Faster diligence
100%Findings cited
97.2%
Your firm’s knowledge, answered in seconds
97.2%Answer Accuracy
70%Better than a general model
10×
Draft reports and memos in minutes
10×Faster reporting
100%Cited output
24/7
Track markets, filings, and news in real time
24/7Live monitoring
70%Less noise
5×
Understand why, not just what
5×Deeper analysis
100%Traceable reasoning
Connects to the tools your team already runs on
Needl.ai unifies structured and unstructured data, from internal systems and databases to regulators and the web, into one governed, permission-aware layer.
Plus dozens more, or bring your own through the Needl.ai API and MCP server.
See all integrations
Runs in your environment, your access controls- Zero data leakage, no shadow AI
- Independently audited and certified
Coming soon