AI ANALYST FOR FUNDAMENTAL INVESTORS
Your portfolio never sleeps.
Finn is an AI junior analyst that already knows your portfolio. It understands your thesis on every position, works continuously in the background, and emails you when something changes, before you think to ask.
WHAT FINN IS
An autonomous AI agent that works as your personal junior analyst.
Finn learns your portfolio, your thesis, and how you like to work. Then it goes to work, autonomously. It reads, monitors, and researches in the background, and emails you when something matters. You don't log into anything. You don't ask it every morning. It just works, like a good analyst should.
WHAT FINN DOES FOR YOU
Everything a junior analyst does. Around the clock.
Finn handles the full range of research tasks, from continuous monitoring to deep fundamental work, on demand or autonomously.

The only AI that understands your thesis.
Every tool on the market tracks news, prices, and filings. Finn tracks whether your reason for owning each stock is still intact. It knows your thesis on every position and filters everything through it. That's the difference between an alert and an insight.
Filters every signal through your specific investment thesis.
Reaches out when something challenges your conviction.
Learns your style and gets sharper the longer you use it.
WHAT FINN DELIVERS
This is what Finn sends you.
Real outputs from real portfolios, delivered to your inbox.
Proactive monitoring
Finn kept watching Adobe after an earlier conversation. Three days later, it identified the catalyst behind the selloff and emailed unprompted, with a full breakdown attached. You didn't ask. Finn was already on it.
Idea generation
Based on your investment style and existing holdings, Finn screens for mispriced names worth deeper work. It explains why each one is interesting and attaches full research reports, ready to read.
Fundamental research on demand
Ask Finn to build a DCF or research a company and it delivers a complete model with scenario analysis, based on your assumptions. The depth of a junior analyst deliverable, in your inbox the same day.
HOW TO GET STARTED
Up and running in one email.
No software to install. No dashboard to learn. You send Finn one email and it starts working.
Finn works through your email and calendar, just like any other analyst on your team. No settings to configure, no dashboards to learn. You explain your portfolio, your thesis, and what you care about, the same way you would brief a new analyst. Finn gets to work immediately, and gets sharper the longer you use it.
Frequently asked questions
Everything you need to know before getting started
How is Finn different from ChatGPT or other AI tools?
ChatGPT resets after every conversation. It has no memory of your portfolio, no knowledge of your thesis, and no ability to reach out without being asked. Finn is persistent — it holds your full investment context, works continuously, and contacts you when something changes. It is the difference between a search engine and an analyst who already knows your book.
What sources does Finn actually monitor?
EC filings, earnings transcripts, management commentary, exchange disclosures, financial news, and industry publications. Finn also ingests any research newsletters or broker reports you forward directly. Everything it surfaces is filtered to what you specifically own or are watching — it does not produce generic market summaries.
How do I get started?
You send Finn one email with your current positions, watchlist, and what you care about on each name. That is the entire onboarding. There is no app to install, no dashboard to configure, no integration to set up. Finn communicates entirely through email, the same way you would work with a junior analyst.
How do I know the output is accurate?
Finn is designed to function like a junior analyst, not a decision-maker. Every output includes the source it drew from. It flags and surfaces — the judgment stays with you. Where it cannot find reliable grounding for a claim, it says so rather than filling the gap with inference. It shows its work. You verify the calls that matter.
How often will Finn contact me?
That's up to you. You tell Finn how often you want to hear from it, what format works best, and under what conditions it should reach out. Some users want a daily briefing every morning. Others only want to hear from Finn when something material happens to a position they hold. You set the rules, and you can adjust them at any time. Finn adapts to how you want to work, not the other way around.
How is my data protected?
Your portfolio, positions, and investment thesis are stored securely and used solely to personalise Finn's monitoring and research for you. Your data is never shared, sold, or used to train models for other users. Each user's context is entirely separate. If you have specific data security requirements — as many institutional investors do — raise them directly with Shan during onboarding and they will be addressed before you share anything sensitive.



