Institutional AI for DEX spot execution

Trade with institutional-grade AI and generate 15%+ monthly returns on spot strategies

AIQuant Lab combines machine learning, on-chain analytics, and GPU-backed execution into a calm, institutional workflow for DEX-native capital.

Non-custodial by design
Wallet stays under user control. AIQuant never receives withdrawal rights.
DEX-native execution
Strategies route directly into supported venues instead of relying on exchange APIs.
24/7 supervised AI
Allocation, entries, and risk controls update continuously with human-readable logs.
Portfolio preview
$586,420
+15.8% 30D net performance
AI status
AI Online
Monitoring volatility, liquidity quality, and capital routing across supported venues.
Execution layer
10 supported DEX venues
The AI layer prioritizes execution quality before chasing raw signal intensity.
User retains custody
AIQuant coordinates approved trading actions only. Withdrawal rights stay outside the platform.
Supported DEX
Venue coverage across the DEX stack
The product should feel integrated into the ecosystem, not like it is faking compatibility with status badges and placeholder initials.
Operating metrics

A data layer that feels audited, not performative

Performance, volume, and execution cadence stay visible without turning the page into an over-explained dashboard.

$18M+

Real trading volume

Live, aggregated from connected DEX execution logs.

1,000,000+

Executed trades

Historical since platform pilot launch.

15%+

Average monthly return

Historical composite across spot-oriented strategies.

24/7

AI execution

Estimated platform uptime across supervised execution cycles.

Execution proof

Trust should feel earned before the user ever connects a wallet.

Proof comes from operational clarity, not from fake social proof and not from giant anonymous stat slabs.

User outcomes
Consistent portfolio growth

AI emphasizes compounding through disciplined spot execution rather than leverage-driven spikes.

Risk controls
Reduced emotional trading

Execution rules stay active across volatility, preventing manual hesitation or panic-driven overrides.

Execution transparency
Fully automated execution

Strategies route across connected DEX venues with AI supervision and clear action logs.

30D net performance
+15.8%
Capital retention
94.2%
AI action cadence
Every 7 min
Historical and live outcomes are always shown next to explainability, capital discipline, and execution context.
Ready-made AI strategies

Start from strategy intent, not from configuration burden

The first decision is strategic fit. The AI layer handles the operational complexity after that.

Momentum

BTC AI Momentum

Designed for capital that wants directional BTC exposure without manual timing. AI reweights entries around market microstructure and volatility thresholds.

Avg monthly return
16.4%
Risk level
Medium
Supported assets
BTC / WBTC / USDC
Supported DEX
Hyperliquid, ApeX, dYdX
Liquidity

ETH Liquidity Flow

Built for users who want steadier ETH exposure. AI emphasizes capital preservation through liquidity-aware routing and tighter allocation shifts.

Avg monthly return
13.9%
Risk level
Low
Supported assets
ETH / stETH / USDC
Supported DEX
Jupiter, EdgeX, Lighter
Diversified

Multi-Asset AI Portfolio

For users who want a portfolio-level AI operating system. The model rebalances allocations, reduces concentration, and responds to market regime shifts.

Avg monthly return
15.7%
Risk level
Medium
Supported assets
BTC / ETH / SOL / USDC
Supported DEX
Hyperliquid, Jupiter, GRVT, TradeXYZ
One-click start
01
Wallet connected
02
AI matched your risk profile
03
Permissions reviewed and approved
04
Strategy now live on selected DEX
Connect in one click

Non-custodial onboarding designed to feel safe, not technical.

No centralized exchanges. No API keys. No withdrawal permissions. The user approves execution rights only where needed, then AIQuant handles the complexity of strategy configuration and monitoring.

No centralized exchanges
No API keys
No account risk
Funds stay in your wallet
Connect wallet
Review AI recommendation
Sign permissions
Start trading
Platform features

An AI-guided deployment cockpit, not a manual bot builder

The platform turns complex DEX execution into a clean capital workflow: goal, recommendation, review, launch, monitor.

DEX Trading

Trade directly on connected decentralized venues without handing assets to a centralized operator.

Funds remain in user-controlled wallets while AI coordinates approved execution.

AI Risk Management

Volatility gating, allocation caps, and regime-aware logic help reduce emotional decision making.

Risk logic is visible through explainable AI actions and configurable pause conditions.

Adaptive AI Strategies

Choose a goal, let AI recommend a strategy, and review allocation before launch.

The default product flow avoids manual bot tuning and keeps advanced controls secondary.

24/7 Monitoring

AI watches market shifts, venue health, and execution quality around the clock.

Users receive human-readable alerts when allocation, entries, or venue exposure changes.

Technology

Built like an AI lab. Operated like a quant desk.

Machine learning, deep learning, on-chain analytics, and market microstructure analysis are stitched into a supervised execution layer.

Machine learning for multi-horizon signal scoring
Deep learning for regime classification and execution timing
On-chain analytics for liquidity, treasury, and flow detection
Market microstructure analysis for spread and order-book quality
GPU stack
NVIDIA H200
NVIDIA B300
NVIDIA GB300
AI + Quant pipeline

Signal generation, liquidity scoring, execution timing, and risk policy updates move through one supervised pipeline.

Trader supervision

Human oversight reviews risk policies, venue health, and regime transitions without turning the product into a manual desk terminal.

Quant Oversight Desk
Former multi-venue execution leads

Supervises signal decay, venue health, and slippage boundaries.

AI Risk Committee
Systematic risk operators

Reviews drawdown behavior and regime transitions before policy changes.

DEX Infrastructure Team
Low-latency smart order routing

Maintains connectivity, failover logic, and venue-level safeguards.

Backtesting engine
Learn from the past. Profit in the future.
Historical methodology view
Stress testing

Backtests built for real market stress, not vanity charts.

Historical replay, Monte Carlo regime checks, and scenario presets make behavior visible before capital goes live.

Return
+39.5%
Max drawdown
-8.4%
Win rate
61%
Regime fit
Strong in expanding trend and balanced liquidity regimes.

AIQuant does not custody assets or provide financial advice.

Historical and simulated performance is not guaranteed.

Economics

Transparent economics aligned with user performance

No hidden custody layer, no buried operational charges, and a cleaner explanation of how incentives line up.

Performance fee
20%

Charged only on net positive performance according to published policy.

Platform subscription
$0

No hidden platform subscription during current launch cycle.

Aligned incentives
Yes

AIQuant earns when users earn, with transparent reporting and no custody of assets.

Security / non-custodial

A trust architecture, not a lock icon

Security is repeated where decisions happen: in the hero, onboarding, risk consent, strategy launch, and settings.

No access to your funds
No withdrawal permissions
No asset storage
01
Connect wallet
02
Sign permissions
03
AI executes trades
04
Funds remain in your wallet
Referral

Growth built around transparency, not affiliate noise

Referral should feel productized and premium, with lifetime tracking and clear reward visibility.

Revenue share
Transparent partner economics
Up to 30%
Lifetime rewards
Transparent partner economics
Enabled
Tracking
Transparent partner economics
Real-time
Snapshot
Referral dashboard preview
Clicks
18,420
Connected wallets
204
Estimated rewards
$4,820
Partner revenue trajectory
Clicks convert into wallets, then into estimated revenue share over time.
6M sample path
Wallet conversion
1.1%
Avg reward / wallet
$23.6
Best month
+$1.4K
FAQ

Short answers for the real objections

Security, returns, fees, and onboarding are explained honestly without burying the risk language.

Research / editorial

Writing for operators, not hype cycles

AIQuant Lab uses blog and research content to explain execution design, risk policy, and DEX-specific infrastructure.

AI
Institutional AI Needs Execution Discipline, Not Louder Predictions

Why the edge in AI trading comes from controlled execution, explainability, and venue-aware infrastructure.

Apr 1, 20267 min read
DEX
DEX Routing Is the Hidden Layer of Performance

Execution quality on DEX venues can matter more than signal quality when liquidity thins out.

Mar 25, 20265 min read
Risk
Risk Disclosure Should Not Live in the Footer

A serious trading product surfaces volatility, permissions, and data provenance exactly where decisions happen.

Mar 18, 20264 min read
Whitepaper

Read the AIQuant Lab White Paper

Explore platform architecture, AI supervision, security principles, economics, and product roadmap in a clean longform format built for investors, operators, and partners.