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Technology 9 min read

How Transaction Simulation Protects You from Crypto Scams

Keyra's AI-powered transaction simulation predicts the outcome before you sign. Learn how this feature saves you from scams.

Real-time transaction simulation interface showing security checks and expected outcomes

How Transaction Simulation Protects You from Crypto Scams

Key Takeaways

  • Transaction simulation runs your transaction in a sandbox to predict exactly what will happen
  • Catches approval exploits, malicious contracts, and hidden transfers before you sign
  • Keyra uses REVM (Rust EVM) to simulate outcomes with millisecond speed
  • See exactly what leaves and enters your wallet before committing
  • Simulation is your last line of defense against sophisticated scams

Introduction

You’re about to mint an NFT from what looks like a legitimate collection. The website looks professional. The Twitter has 50K followers. You click “Mint” and… your wallet asks you to sign something.

What does it actually do?

Without transaction simulation, you’re signing blind. That “mint” function might drain your wallet. The approval might give unlimited access to your tokens. The contract might have a hidden backdoor.

Transaction simulation changes the game. See exactly what will happen before you sign.

The Problem: Blind Signing

Traditional wallet interactions show you:

  • A blob of hexadecimal data
  • Maybe a function name (“approve”, “transfer”, “mint”)
  • A gas estimate

What they don’t show:

  • What tokens will actually move
  • Whether a malicious function is hidden
  • What permissions you’re granting
  • The net effect on your balances
Traditional Signing Experience:
┌─────────────────────────────────┐
│  Contract: 0x7a23...f291        │
│  Function: mint()               │
│  Data: 0x4e71d92d...            │
│  Gas: ~150,000                  │
│                                 │
│  [Reject]        [Confirm]      │
└─────────────────────────────────┘

Do you know what this actually does? 🤔

This opacity has enabled billions in losses.

The Solution: Transaction Simulation

Transaction simulation runs your exact transaction in a sandboxed copy of the blockchain state. Every state change is tracked and reported in human-readable format.

Keyra Simulation Experience:
┌─────────────────────────────────┐
│  📊 SIMULATION RESULTS          │
│                                 │
│  You Will Receive:              │
│  ✅ 1 NFT (Cool Collection #42) │
│                                 │
│  You Will Send:                 │
│  🔸 0.1 ETH (Mint Price)        │
│  🔸 ~0.005 ETH (Gas)            │
│                                 │
│  ⚠️ No unusual permissions      │
│                                 │
│  [Reject]        [Confirm]      │
└─────────────────────────────────┘

Now you know exactly what happens! ✅

How Simulation Catches Scams

1. Approval Exploits

The attack: Malicious dApps request “unlimited approval” for token spending.

❌ Without Simulation:
"Approve USDC for trading"

✅ With Simulation:
⚠️ WARNING: This grants UNLIMITED spending
   of 15,000 USDC to contract 0x...
   Recommended: Set specific limit

2. Hidden Transfers

The attack: A function that appears to do one thing secretly transfers your assets.

❌ Without Simulation:
"Claim Airdrop"

✅ With Simulation:
🚨 DANGER: This transaction will:
   - Send 2.5 ETH to unknown address
   - Transfer all BAYC NFTs to unknown address
   
   This does NOT match expected behavior!

3. Phishing Contracts

The attack: Fake websites deploy contracts that mimic legitimate projects.

❌ Without Simulation:
"Mint on Azuki" (fake site)

✅ With Simulation:
⚠️ CONTRACT WARNING:
   - Unverified contract (created 2 hours ago)
   - Not the official Azuki contract
   - Has high-risk function calls

4. Reentrancy and Advanced Attacks

The attack: Sophisticated contract exploits that drain funds through recursive calls.

Simulation detects unusual call patterns and intermediate state changes that signal reentrancy attacks.

How Keyra’s Simulation Works

The Technology Stack

Keyra uses REVM (Rust Ethereum Virtual Machine) for simulation:

Your Transaction


┌─────────────────────────────────┐
│         REVM Simulator          │
│  • Loads current blockchain     │
│    state from RPC               │
│  • Executes transaction         │
│  • Tracks all state changes     │
│  • Detects approval levels      │
│  • Identifies token movements   │
└─────────────────────────────────┘


┌─────────────────────────────────┐
│         Risk Analysis           │
│  • Known scam database check    │
│  • Contract age/verification    │
│  • Unusual pattern detection    │
│  • Permission scope analysis    │
└─────────────────────────────────┘


Human-Readable Results

Speed and Accuracy

  • <100ms simulation time for most transactions
  • Fork of live blockchain state for accuracy
  • Handles complex DeFi with multiple internal calls
  • Works across all EVM-compatible chains

What Simulation Reveals

Every Keyra simulation shows you:

InformationWhy It Matters
Tokens sentKnow exactly what leaves your wallet
Tokens receivedVerify you get what you expect
Approvals grantedSee what permissions you’re giving
Contract reputationIs this a known scam/verified contract?
Similar transactionsWhat happened to others who signed this?
Risk scoreQuick overview of danger level

Real-World Scam Prevention

Case Study: The “Claim” Scam

A user received an email about “unclaimed airdrop rewards” with a link to a professional-looking site.

Without simulation: Would have signed a transaction that:

  • Approved all wallet tokens for spending
  • Triggered an immediate drain function

With Keyra simulation:

🚨 HIGH RISK TRANSACTION

This transaction will:
• Grant UNLIMITED approval for ALL tokens
• Immediately transfer:
  - 3.2 ETH
  - 5,000 USDC
  - 142 LINK
  
To address: 0x... (Flagged: Known drainer)

[REJECT - RECOMMENDED]    [Proceed Anyway]

The user rejected. Wallet saved.

Case Study: NFT Phishing

A user clicked a “free mint” link from what looked like a legitimate NFT project Discord.

Keyra simulation caught:

  • Contract was created 30 minutes ago
  • Simulation showed outgoing ETH transfer (not incoming NFT)
  • Contract had setApprovalForAll hidden in mint function

Result: Would have lost all existing NFTs. Keyra warned. User rejected.

Limitations of Simulation

While powerful, simulation isn’t perfect:

LimitationExplanation
State changesIf blockchain state changes between simulation and execution, results may differ
Gas estimationActual gas may vary slightly from simulation
Non-EVM chainsCurrently optimized for EVM; other chains have limited support
Novel attacksNew attack vectors may not be in databases yet

This is why simulation is a layer of protection, not the only layer.

How to Use Simulation Effectively

Do ✅

  • Always review simulation results before signing
  • Check token movements — do they match your expectations?
  • Be suspicious of unexpected outgoing transfers
  • Verify approvals — unlimited approvals are rarely needed
  • Trust warnings — if Keyra flags something, investigate

Don’t ❌

  • Ignore warnings because “it looks legit”
  • Proceed with high-risk transactions without understanding why
  • Assume simulation catches everything (practice general security)
  • Share simulation screenshots publicly (may reveal your holdings)

Frequently Asked Questions

Does simulation cost gas?
No! Simulation runs on Keyra's infrastructure, not on the blockchain. It's completely free and doesn't cost any gas. You only pay gas when you actually confirm and submit the transaction.
Can scammers bypass simulation?
Sophisticated attackers may try to use time-delayed attacks or conditional logic that behaves differently after simulation. However, these techniques are complex and our risk analysis often catches suspicious patterns. Simulation dramatically raises the bar for attackers, blocking the vast majority of common scams.
Is simulation available on all chains?
Keyra currently offers full simulation on all EVM-compatible chains (Ethereum, Arbitrum, Optimism, Base, Polygon, BSC, etc.). We're working on expanding simulation capabilities to Solana and other non-EVM chains.

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