Wallet Performance Evaluation (2025)

Comprehensive analysis of leading wallets across performance and gas metrics.


Embedded Wallet Performance

Core embedded wallet SDK operations measured from method invocation to result availability

Overview

We compare 4 embedded wallet SDK providers across 3 core operations to surface practical differences in performance, user experience, and implementation complexity.

Each SDK was evaluated with default settings (no custom optimizations). We measured response times, API latency, and workflow friction to reflect how these tools perform in everyday use.

All tests were conducted from public, verifiable test applications, so you can inspect the implementations and reproduce the runs on your own. For the exact protocol and test code, see the Methodology section below.

Sign message

Time to sign a message using each provider's SDK. Measured from method call to signature availability.

Create wallet

Time to create a new embedded wallet. Excludes site-wide authentication flow.

Export wallet

Time to export a wallet. Excludes Privy and Dynamic because of popup UI.

Wallet Gas Performance

Comprehensive gas usage comparison across different transaction types and smart wallet contracts.

Overview

We evaluated 10 leading smart account implementations across multiple transaction scenarios to measure real-world gas consumption. Each wallet was tested using standardized operations including ERC20 transfers, native ETH transfers, and complex DeFi interactions (Uniswap V2 swaps).

We followed the Ithaca benchmark for the gas measurements across different transaction types. The benchmark all tests were conducted on the same network conditions with identical transaction parameters. Gas measurements represent the total gas consumed by the UserOperation, including verification, execution, and any additional overhead from the account implementation.

The Openfort methodology extends the usability of the test by warming up the entrypoint, account and storage before running the tests.

Native Transfer

151k
Simple
177k
Openfort
179k
Coinbase
181k
Alchemy
199k
Safe
209k
ZeroDev

Uniswap V2 Swap

231k
Simple
235k
Openfort
237k
Coinbase
239k
Alchemy
257k
Safe
266k
ZeroDev

ERC20 Transfer

172k
Simple
175k
Openfort
178k
Coinbase
179k
Alchemy
198k
Safe
207k
ZeroDev

Sponsored in ETH (ERC20 Transfer)

169k
Simple
172k
Openfort
175k
Coinbase
176k
Alchemy
192k
Safe
204k
ZeroDev

Sponsored in ERC20 (ERC20 Transfer)

199k
Openfort
200k
Simple
205k
Coinbase
208k
Alchemy
221k
Safe
235k
ZeroDev

Gas Efficiency Leader

Delivers up to 15% cost savings for ERC20 transfers compared to competing implementations.

Native Transfer Champion

Optimized native ETH transfers, outperforming providers by11-18% and reducing transaction costs.

DeFi Performance

Excels in DeFi operations with 12% lower costsfor Uniswap V2 swaps vs modular implementations.

Cost Optimization

Delivers 15-30% gas cost reductions across all transaction types, maximizing user savings.