Killion Labs
AI financial simulator for portfolio planning and Monte Carlo projections
Overview
What is Killion Labs?
Killion Labs is an AI-powered personal financial planning and simulation platform that connects to your real brokerage, bank, and crypto accounts, then models your net worth, retirement runway, FI date, and investment strategies across thousands of market scenarios. It offers live account reconciliation, Monte Carlo projections, historical backtesting, and an AI assistant aware of your full financial picture.
What is Killion Labs used for?
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Top Features
- Read-only account aggregation across brokerages, banks, and crypto exchanges
- Live net worth reconciliation and automatic transaction tracking
- 1,000-path Monte Carlo projections over decades
- Strategy comparison and historical backtesting
- AI assistant aware of your full financial picture
How to use Killion Labs?
Connect your accounts through SnapTrade in read-only mode, review your live net worth and transactions, then adjust assumptions like returns, inflation, contributions, and retirement age. Use the simulator to compare strategies, stress-test scenarios, and explore long-term outcomes with the AI assistant.
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Pros & Cons
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Use Cases
- FIRE planning for long-term retirement readiness
- Comparing portfolio strategies on your actual holdings
- Stress-testing finances for layoffs, recessions, or major purchases
- Tracking net worth and transactions across multiple institutions
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