Framer AI AgentsDesign and publish professional sites with AI
Killion Labs
Simulate custom strategies across thousands of markets
9 followers
Simulate custom strategies across thousands of markets
9 followers
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.
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?
@tarkgleiqj4 Great question:
1. Link accounts directly. Banks connect through Teller and brokerages through SnapTrade, both read-only by design. Killion can see balances and positions but can never move money or place trades. Your bank credentials never touch our servers; the connection is token-based on the aggregator's side.
2. Import a CSV if you'd rather not link anything.
3. Enter holdings manually, which works fine for simpler portfolios.
On the AI part: it doesn't "learn" your holdings in a training sense. When you ask a question, the assistant fetches your current positions from your account at that moment and uses them as context for that one answer. Your data is never sold and never used to train models.
On storage: your data lives in your account in our database, encrypted in transit and at rest, and isolated per user with row-level security. You can export everything with one click, and deleting your account deletes your data with it.