Find the highest-value uses of AI in your work.
AMUR Partners helps finance professionals better leverage AI to save time, boost performance, and build repeatable systems that create a lasting competitive advantage.
Claude for Hedge Funds
Build AI Research Systems, Automate Investment Workflows, and Scale Financial Analysis
Build repeatable AI research workflows with Claude
Summarize SEC filings, earnings calls, and corporate disclosures in minutes
Extract risks, catalysts, and key insights from dense financial documents
Speed up equity, credit, and macro research workflows
Compare companies across large datasets instantly
Turn raw research into structured IC memos
The defining divide in investing will not be between people and AI. It will be between investors who adopt AI and those who fall behind.
Production-grade AI systems for finance teams
RAG Deployments
SEC Filings
Instantly summarize 100+ page 10-Ks and flag year-over-year changes, risk factors, and litigation disclosures.
Earnings Calls
Process thousands of transcripts in seconds, identifying tone changes and key insights, saving days of manual review effort.
Due Diligence
Process thousands of pages of CIMs, financial statements, and contracts in hours instead of weeks.
Automation Solutions
News & Media Monitoring
Deploy 24/7 real-time monitoring systems across global sources, catching market-moving events immediately.
Investment Communication
Draft LP letters, memos, and quarterly reports automatically and personalized to each investor.
Proprietary Deal Sourcing
Deploy custom deal flow systems, scanning multiple data streams to uncover off-market targets ahead of the competition.
Custom LLM
Proprietary Strategies Protection
Deploy on-premises models to analyze sensitive positions and strategies without data leakage risks.
Specialized Sector Expertise
Apply deep domain knowledge in niche areas where general LLMs lack specialized training data.
Leverage Decades of Proprietary Data
Turn historical research, trades, and deal data into actionable competitive insights.
A career shaped by the search for leverage
I believe AI is becoming one of the most important forms of professional leverage.
The firms that win will not necessarily be those that spend the most. They will be those whose professionals learn how to apply AI more effectively than everyone else.
My name is Kay, and I am on a mission to help investment professionals build practical AI workflows that save time, sharpen thinking, and create a real competitive advantage.
Practical AI adoption begins with understanding how work actually gets done.
The insight
For the past 7 years, I have worked as an executive across marketing, growth, and operations.
That's where I first saw how much leverage AI can create.
I went from leading a 20+ person marketing team at Binance to a team of just three at my next role. Enhanced by AI and automation workflows, we produced twice the output, and hit higher KPIs month after month.
It was eye-opening.
But I knew there was more to learn.
20+ → 3
team size
2× output
with stronger KPIs
From user to builder
I wanted to understand why those systems worked and how far the opportunity could go.
I dove headfirst into systems thinking, Python, automation, and application development. I am not a machine-learning scientist or an AI engineer.
But I embraced the challenge of starting over in an entirely new field.
Bit by bit, code line by code line, I was writing my own applications and software.
What began as learning a transformative technology soon became a complete transformation of my own career.
AMUR Partners foundation
With my extensive corporate experience, I understood how teams operate, where work usually slows, and why change initiatives often fail. Combined with learning AI from the ground up allowed me to make AI accessible to non-technical teams, helping organizations adopt it with confidence as an AI transformation leader.
Work that led me to a consulting engagement with an investment firm, where I had the opportunity to work closely with finance professionals.
I've always been fascinated by finance and investing, and seeing firsthand how much of the work depended on research, analysis, and communication.
All areas where AI could create enormous leverage, it became clear that AI's impact on investing could be even greater than what I experienced in the corporate world.
That conviction became the foundation of AMUR Partners.
Helping finance professionals apply AI where it matters most
Since then, I have spent hundreds of hours speaking with portfolio managers, analysts, partners, operators, and investors.
Helping firms implement AI workflows and RAG pipelines across:
The most important lesson has been surprisingly simple:
The highest returns rarely come from another overengineered AI project.
They come from helping professionals become far more capable with the tools they already use on the daily.
Helping you reclaim time, make better decisions, and gain a lasting professional advantage.
See where you could be getting more leverage from AI.
Benchmark your current use, understand where more may be possible in your role, and decide whether deeper analysis is worth pursuing.
20 minutes · Tailored to your role · No obligation