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Home DeFi

rewrite this title How Can AI be Used to Detect Smart Contract Bugs Before They Cost Millions?

Faari Labinjo by Faari Labinjo
January 28, 2026
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rewrite this title How Can AI be Used to Detect Smart Contract Bugs Before They Cost Millions?
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Smart contracts are one of the most interesting parts of blockchain technology. They’re like computer programs that run automatically when certain rules are met, and they can handle money, track items, or even manage voting. But here’s the thing: smart contracts must be perfect. If there’s a bug or error in the code, people can lose a lot of money.

This is why AI, or artificial intelligence, is now being used to help. AI can read, check, and understand smart contracts in ways humans can’t. It can spot bugs before they cause problems. It’s like having a super-smart robot assistant that watches your back.

Let’s look into how this works and why it matters.

What are Smart Contracts?

Smart contracts are digital agreements that run on blockchains like Ethereum and automatically execute an action when a condition is met. For example, a smart contract could release money to a seller once a buyer confirms delivery. There is typically no need for a middleman.

These contracts are written in code, not in legal language, which means that if there’s a mistake in the code, the contract will still run, even if the result is bad. In real life, if someone makes a mistake in a deal, they can go to court. On the blockchain, code is law. So if a smart contract has a bug, it can lead to huge losses, and there’s usually no one to fix it afterwards.

How smart contracts work. Source: GeeksforGeeks

The Problem With Bugs

There have been many cases where smart contract bugs caused millions of dollars to vanish. One of the biggest examples is the DAO hack in 2016. The DAO was a smart contract-based investment fund that hackers found and exploited a bug and stole over $60 million worth of Ethereum. Even though the bug wasn’t planned, it was still in the code, and the blockchain ran the code just as it was written.

More recently, DeFi platforms like Poly Network, Wormhole, and Ronin Bridge have lost hundreds of millions due to code bugs. These aren’t just small mistakes. They’re big enough to bring down entire companies. And once money is lost on the blockchain, it’s often impossible to get it back. This is where AI comes in.

READ MORE: The Biggest Hacks and Exploits in DeFi History & What We Can Learn from Them

What is AI Auditing?

AI Audit process. Source: Holistic AI

AI auditing means using artificial intelligence to check smart contracts for mistakes and vulnerabilities, just as human auditors review company records to find problems. AI auditors review smart contract code.

AI tools can scan thousands of lines of code much faster than a human and, as such, don’t get tired. They don’t miss details, and when trained properly, they can even understand what the contract is supposed to do. If something looks off, the AI can flag it for a developer to review.

Some tools go further. They don’t just look for known bugs. They use machine learning, a kind of AI that learns from past examples. By training on lots of hacked and safe contracts, machine learning systems can figure out patterns. Then, when they see a new contract, they can flag it as being risky, even if they’ve never seen that exact code before.

How AI Finds Bugs

There are a few powerful ways that AI helps find bugs in smart contracts before they cause damage. These methods go beyond simple error checking. They allow AI to think like a smart developer and even predict possible problems before they happen.

1. Pattern matching

AI tools have learned from thousands of past coding mistakes and, over time, have built a huge “library” of known bugs and risky code patterns. When a new smart contract is written, the AI compares it to this library. If it sees something that looks like a known bug, it sends a warning. This helps catch problems that humans might miss, especially when the code is long or complicated.

For example, if a developer accidentally leaves a smart contract open to reentrancy attacks, a common bug where hackers can repeatedly call a function and drain funds, the AI will recognize the dangerous pattern and flag it immediately.

2. Behaviour prediction

This is where things get really smart. AI doesn’t just look at the code. It actually simulates what the contract will do once it’s live. It runs different “what-if” situations to see how the contract reacts.

If the AI notices something strange, like a function that lets users withdraw more money than they deposit, it will raise an alert. These simulations help developers spot bugs that don’t look obvious on the surface but can become major problems when users interact with the app.

3. Anomaly spotting

Sometimes, smart contracts don’t contain known bugs, but the code still looks odd or risky. AI can catch these anomalies, and it can check if a piece of code behaves in a way that’s very different from normal smart contracts.

For example, if one function is way more complex than the others, or if the code takes a strange shortcut, the AI might spot it as a red flag. These unusual patterns can often hide bugs or make the contract easier to hack. Catching these early gives developers a chance to clean up the code and make it safer.

READ MORE: The Rise of AI Thieves: Can Bots Steal Your Crypto?

Real-World Tools Using AI Auditing

Several tools already use these methods to protect blockchain projects, and one example is MythX, a smart contract analysis platform. It uses machine learning to scan Ethereum smart contracts and report known vulnerabilities before they go live.

Another tool is OpenZeppelin Defender, which helps developers automate security checks, run simulations, and manage upgrades safely. It doesn’t just check for bugs once; it keeps scanning the contract over time, especially after updates.

These tools are already helping big projects stay secure, allowing teams to move faster without risking user funds, which is essential in a fast-moving space like Web3.

AI + Humans = The Best Team

Some people worry that AI might miss things or make mistakes, and they’re right to ask questions. AI isn’t perfect because it can sometimes overlook rare bugs or misunderstand how certain parts of a contract are meant to work. That’s why the best systems don’t rely on AI alone.

AI also keeps learning, and as it reviews more contracts and gets feedback from developers, it improves. This means that over time, AI becomes even better at spotting bugs and strange patterns. Meanwhile, developers can focus on building new features instead of spending all their time on debugging. In the world of Web3, where one small mistake can lead to a huge loss, having both speed and experience on your side is the smartest move of all.

What’s Next for AI in Smart Contract Security?

Here are a few things we might see soon:

Real-time monitoring: AI tools that watch contracts live and alert teams if something suspicious happens.Self-healing contracts: Smart contracts that can fix small bugs on their own based on AI suggestions.AI-powered education: Tools that help new developers learn secure coding by giving smart feedback while they type.

We might even see AI tools that write full smart contracts, checking their own logic as they go.

The Role of AI in Blockchain Growth

As more people use blockchain apps, keeping them safe becomes more important than ever. These apps are no longer just for tech experts or crypto fans. Regular people now use them for saving money, collecting digital art, playing games, and even running businesses. That means the damage caused by bad code doesn’t just hurt a few; it can affect thousands or even millions of users.

The more we rely on digital money, NFTs, and decentralized apps, the higher the risk becomes. A single bug in a smart contract can lock users out of their funds, crash a project, or give hackers an easy way in. That’s a huge problem, especially as more real-world value moves onto blockchains. By adding AI to the smart contract development process, we’re making blockchain apps safer, smarter, and more reliable. AI can scan new code, check for known risks, and even spot unusual patterns that might signal trouble, and in many ways, it’s like having a security guard that never gets tired and is always paying attention.

In Conclusion,

Smart contracts are powerful tools, but they come with risks, and one small bug can lead to huge losses. AI auditing helps catch these bugs before they become disasters. With the help of machine learning and smart tools, we can spot problems early and keep blockchain safe.

Whether you’re a developer or just someone curious about crypto, this is good news. AI is helping the blockchain world grow and stay safe.

 

Disclaimer: This article is intended solely for informational purposes and should not be considered trading or investment advice. Nothing herein should be construed as financial, legal, or tax advice. Trading or investing in cryptocurrencies carries a considerable risk of financial loss. Always conduct due diligence. 

If you want to read more market analyses like this one, visit DeFi Planet and follow us on Twitter, LinkedIn, Facebook, Instagram, and CoinMarketCap Community.

Take control of your crypto  portfolio with MARKETS PRO, DeFi Planet’s suite of analytics tools.”

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