How We Built an AI That Helps Crypto Investors Make Smarter Decisions
If you've ever provided liquidity on Uniswap or similar platforms, you know the frustration. You deposit your crypto, set a price range, and then... you wait. And worry. Is your position still making money? Should you adjust it? When prices move, are you losing value to something called "impermanent loss"?
For most people, these questions remain unanswered. The tools to make informed decisions simply didn't exist—until now.
What We Built
At Ansyn, we developed Uniswap Advisor: an intelligent system that watches your liquidity positions and tells you exactly when to act and when to wait.
Think of it as having a financial advisor who:
- Never sleeps
- Watches the markets 24/7
- Understands the complex math behind DeFi
- Makes recommendations based on data, not emotions
How It Works (In Plain English)
Imagine you're a shop owner who needs to decide when to restock your shelves. You could guess, or you could use data about past sales, upcoming events, and current inventory to make a smart decision.
Our AI does something similar for crypto liquidity:
1. It Learns From the Past
We analyze 45 days of price history to understand how a crypto pair typically behaves. This includes patterns like daily volatility cycles, weekend behavior, and responses to market events.
2. It Predicts the Future
Using advanced forecasting models, we predict where prices are likely to go in the next 6-12 hours. But we don't just give you a single number—we provide confidence intervals so you know how certain we are.
3. It Considers the Costs
Every trade has fees. Gas costs on Ethereum can be significant. Our system only recommends action when the benefits clearly outweigh the costs.
4. It Knows When to Wait
This is the key insight: sometimes the smartest move is no move at all. If prices are likely to return to your range, we'll tell you to hold steady rather than lock in losses by rebalancing prematurely.
Real Results, Real Value
Our system currently supports:
- Multiple blockchain networks — Ethereum, Base, Arbitrum, and Polygon
- Five different strategies — From simple time-based approaches to sophisticated AI-powered forecasting
- Real-time recommendations — Get advice as market conditions change
What Makes This Different?
Most DeFi tools show you data and leave you to figure out what to do. We took a different approach:
We give you answers, not just information.
Instead of showing charts and graphs and hoping you can interpret them, we provide clear recommendations:
"Your position is performing well. No action needed."
"Price has moved significantly. Consider rebalancing to this new range."
"Prices will likely return to your range. Wait 6 more hours before acting."
The Problem We Solved: Impermanent Loss
One of the biggest challenges for liquidity providers is "impermanent loss"—the difference between holding assets in a liquidity pool versus simply holding them in your wallet.
When prices move and you rebalance, you lock in this loss. But here's the key insight our AI uses: if prices are likely to come back, waiting can save you money.
Our system calculates the probability of price returning to your range and recommends waiting when it makes financial sense. This single feature has helped users avoid unnecessary losses from premature rebalancing.
The Technology Behind the Scenes
While you don't need to understand the technical details, here's what powers our recommendations:
- Machine Learning Models trained on real market data using exponential smoothing (ETS) and ARIMA techniques
- GPU-Accelerated Computing for fast, accurate predictions
- Live Blockchain Data ensuring recommendations are always current
- Comprehensive Logging so you can review every recommendation we make
Who Is This For?
Uniswap Advisor is designed for:
- Individual investors who provide liquidity but don't have time to monitor positions constantly
- DeFi protocols looking to optimize their treasury management
- Fund managers who need data-driven recommendations for their liquidity strategies
- Anyone who wants to participate in DeFi without becoming a full-time trader
The Ansyn Difference
At Ansyn, we believe that sophisticated financial tools shouldn't be reserved for institutions with massive budgets and teams of quants. Our mission is to democratize access to intelligent financial decision-making.
Uniswap Advisor is just the beginning. We're building a suite of AI-powered tools that help everyday investors compete with the pros.
What's Next?
We're continuing to improve Uniswap Advisor with:
- More blockchain networks
- Additional forecasting models
- Portfolio-level optimization
- Mobile-friendly interfaces
The Numbers
This project represents a significant engineering effort:
- 460,000+ lines of code — Production-grade implementation
- 5 distinct strategies — From simple to AI-powered
- 4 blockchain networks — Ethereum, Base, Arbitrum, Polygon
- Comprehensive testing — Walk-forward validation ensures our predictions hold up
- Full audit trail — Every recommendation is logged and explainable
Try It Yourself
Whether you're currently providing liquidity or considering it, Uniswap Advisor can help you make better decisions. Our system handles the complexity so you can focus on what matters—growing your portfolio.
Ansyn is building AI-powered financial tools that make sophisticated investment strategies accessible to everyone.
