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Killion Labs
Simulate custom strategies across thousands of markets
Generic financial tools assume so much about your finances. So I built Killion: a simulation environment where you customize your risk tolerance, investment strategies, and returns across multiple asset classes, then test them on your actual holdings against thousands of market conditions. Compare investment strategies in a multi-decade Monte Carlo projection, or backtest them over historical periods, guided by an AI assistant that knows your actual holdings.
Uncertainty about the financial future is one of the few things money doesn't fix. It doesn't care how much you earn or how successful you look on paper. The same question lingers: what happens next, and will I be okay?
I kept noticing that people don't struggle with money because they lack discipline. They struggle because they can't see what their decisions actually lead to. And every generic tool I tried "helped" by assuming things for me: my risk tolerance, my expected returns, my retirement age. Someone else's defaults, presented as my future.
So I built Killion: a simulation environment where you set the assumptions. Customize your risk tolerance, investment strategies, and returns across multiple asset classes, then test them on your actual holdings against thousands of market conditions.
Two barriers shaped how it evolved. The first was data. Modern financial life is scattered across banks, retirement accounts, brokerages, and equity grants. You can't plan a life you can't see, so Killion connects all of it, read-only by design. The second was access. Serious long-term financial modeling used to mean expensive advisors or software most people couldn't justify. AI changed that math: analysis that used to cost a percentage of your assets can now be a flat monthly price. No AUM fees, no commissions, and your data is never for sale.
The goal is simple: stop guessing, start knowing. I'd love your feedback. And if there's a scenario you've always wanted to test ("what if I retire at 50?" or "what if 2008 happens the year I retire?"), try it in the demo and tell me what you find.
How does the AI assistant actually learn my holdings - do I link accounts directly or just import CSV files, and is that data stored somewhere I should worry about?
About Killion Labs on Product Hunt
“Simulate custom strategies across thousands of markets”
Killion Labs was submitted on Product Hunt and earned 0 upvotes and 2 comments, placing #33 on the daily leaderboard. Generic financial tools assume so much about your finances. So I built Killion: a simulation environment where you customize your risk tolerance, investment strategies, and returns across multiple asset classes, then test them on your actual holdings against thousands of market conditions. Compare investment strategies in a multi-decade Monte Carlo projection, or backtest them over historical periods, guided by an AI assistant that knows your actual holdings.
Killion Labs was featured in Investing (26.7k followers), Artificial Intelligence (473.7k followers) and Personal Finance (2.9k followers) on Product Hunt. Together, these topics include over 118.6k products, making this a competitive space to launch in.
Who hunted Killion Labs?
Killion Labs was hunted by berkay kolay. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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berkay kolay