The AI-powered liquidity pool range optimizer and backtester for Meteora DLMM, Orca Whirlpools and Uniswap v3. 180-day backtests, 10,000-path Monte Carlo simulation and walk-forward validation pick your optimal price range — more fees, less impermanent loss, across Solana, Ethereum, Arbitrum, Base and 5 more chains.
Concentrated liquidity (Uniswap v3, Orca Whirlpools, Meteora DLMM) lets you provide liquidity inside a chosen price range — earning more fees per dollar, but taking more impermanent loss if price leaves the range. A range optimizer backtests candidate ranges against historical price data to find the width, skew and layering that maximizes net APY: fees earned minus IL and rebalancing costs. RangeScout runs that backtest on 180 days of on-chain data, validates it out-of-sample, and stress-tests it with Monte Carlo simulation before recommending anything.
Option pricing: your LP position is a short straddle — Black-Scholes prices it with delta, gamma, theta, vega and the break-even volatility where IL eats your fees. Price models: Ornstein-Uhlenbeck for mean-reverting pairs, Heston for vol clustering, AR(1) auto-selects the model. Simulation: 10,000-path moving-block bootstrap with P25–P75 APY bands and jump-diffusion decomposition. Validation: walk-forward testing catches over-fit ranges. Risk: Sharpe, Sortino, VaR/CVaR, Kelly sizing, ADX + Hurst regime detection — every calculation transparent, every P&L sign preserved.
Which DEXes and chains does RangeScout support? Meteora DLMM and Raydium on Solana; Uniswap v3 on Ethereum, Arbitrum, Base, Optimism and Polygon; Orca Whirlpools; Aerodrome, PancakeSwap, Cetus and 15+ more across 9 chains.
How does the liquidity range backtest work? We replay 180 days of daily closes against each candidate range, crediting fees while in range and charging impermanent loss and rebalance costs — then annualize the net P&L with its sign preserved. Losing ranges show as losses.
Can I try it without an account? Yes — see the full sample analysis on SOL/USDC, no signup. Analyzing your own pool takes a free account — 30 credits, enough for 3 deep analyses. No card, and they never expire.
Is this financial advice? No. RangeScout is an analytics tool — every number is reproducible from public on-chain data and every calculation is shown. What you deploy is your decision.
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