Machine-learned liquidity for perpetual markets.
PerpML is a quantitative trading firm using machine-learning models to provide two-sided liquidity across 20+ centralized venues and 20 chains. Institutions, token issuers and protocols trade with us directly, around the clock.
What we do
One desk, every way to trade digital assets.
We price risk with our own models and hold it on our own balance sheet. That lets us quote firm size in thin markets and keep spreads tight when volatility spikes.
Block trading
Move size without moving the market. Firm quotes via chat, RFQ or API, settled T+0 on your preferred rails.
DerivativesOptions & structured
Vanilla options, collars and yield structures on majors and long-tail tokens, priced off our own vol surfaces.
LiquidityMarket making
Designated liquidity for token issuers and exchanges, with depth and uptime commitments reported to you daily.
DeFiOn-chain liquidity
We provide concentrated liquidity on AMMs and fill intents on RFQ protocols across Ethereum, Solana and major L2s.
InfrastructureAPI liquidity
Stream executable prices into your wallet, broker or exchange. Low-latency WebSocket feed with firm fills.
VenturesEarly-stage capital
We back teams building market infrastructure, from pre-seed onwards, with capital and trading expertise.
Liquidity
Tight spreads at size, not only at the top of book.
Headline spreads mean little if they vanish past the first level. We quote depth that holds through volatility and publish it to our partners.
- Median quote-to-fill latency
- 4.8 ms
- Quoting uptime, last 90 days
- 99.97%
- Chains with on-chain liquidity
- 20
| Pair | Bid | Ask | Spread | 24h |
|---|
Principal risk, own capital
We trade only our own money. No client funds, no lending book, no conflicts between the two.
Transparent execution
Every fill comes with a post-trade report: price versus mid, venue mix and market impact.
Security by default
Segregated settlement wallets, multi-party signing and SOC 2 Type II audited controls.
Trade with the source of liquidity.
Tell us what you trade and our coverage team will reply within one business day.