Early-stage strategy with limited TVL.

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TL;DR

  • The Quant Signal Vault acts on a structured quantitative signal engine rather than a single market theme. It can rotate across assets as conditions change.
  • The edge comes from signal quality — detecting repeatable patterns such as momentum, relative strength, and volatility compression — and disciplined portfolio construction.
  • Returns are variable and often come in waves. Strong signals produce gains; degraded signals produce flat or negative periods.
  • You need ORAI staked to deposit. This is an early-stage strategy.

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Access

Vault deposit access is based on ORAI staking allocation. Allocation rules may be adjusted over time. To check your current allocation, visit quant.orai.io or see the Vaults access section.

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Live performance

View Quant Signal Vault live performance — see current share price, TVL, APR, and trade history in Quant Terminal.
All performance data is available live in the app. We do not publish spot numbers in documentation because they change continuously.

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How it works

The vault trades liquid markets where signal quality, execution speed, and risk controls are reliable — spot and derivatives exposure depending on the instrument set. The portfolio is not tied to one sector and can shift between assets as conviction changes.

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Performance characteristics and risk

The Quant Signal Vault usually has a medium-to-high volatility profile because exposure can rotate quickly and multiple positions may be active at once.Returns often come in waves — strong when the market expresses clean patterns the model recognizes, flat or negative when correlations break down and signals lose predictive power.
Drawdowns are usually driven by clusters of false positives rather than one single large trade. Multiple positions entering and failing to follow through can accumulate into a meaningful drawdown.Signal turnover can also generate transaction costs that drag on performance during weak signal environments.
The main failure mode is signal decay — a pattern that worked in one market regime stops working when structure changes, liquidity thins, or participants adapt.A secondary failure mode is model crowding: if many systems react to the same signals, entries become expensive, exits become abrupt, and edge compresses.

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Best use

This vault may suit you if:
  • You want active systematic exposure across multiple assets without choosing trades yourself.
  • You are comfortable with a strategy that adapts to changing market conditions rather than staying in one lane.
  • You understand that returns can be volatile and come in uneven waves.
This vault may not suit you if:
  • You expect low turnover or a highly defensive risk profile.
  • You want a strategy focused on a single asset or theme.
  • You are not comfortable with higher-frequency position changes and the volatility that accompanies them.

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Fees

20% performance fee on profits. Deposit and withdrawal fees per vault configuration. See live fee values in the app at quant.orai.io.

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FAQ

It is model-driven. Trade decisions come from quantitative signals and portfolio rules rather than manual market calls.
Because signals can refresh frequently. When conviction changes, the strategy may rebalance or replace positions instead of holding through a long cycle.
Markets with clear patterns, stable trends, and reliable cross-asset relationships tend to produce the best signal quality.
Broad signal degradation — many setups look valid at entry but fail to follow through — is the main risk.
Quant Vaults and Quant Agents involve trading risk. Performance is not guaranteed, and users may lose money. Historical results are provided for transparency only and should not be treated as financial advice.