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smart-contract-auditing-and-best-practices
Blog

The Future of Account Abstraction Requires New Optimization Paradigms

ERC-4337's bundler and paymaster architecture introduces novel gas accounting overhead. This analysis deconstructs the inefficiencies and presents first-principles strategies for builders at Stackup, Alchemy, and Biconomy to achieve scalable, cost-effective smart accounts.

introduction
THE PARADIGM SHIFT

Introduction

Account abstraction's mainstream adoption is bottlenecked by legacy infrastructure, demanding new optimization frameworks.

ERC-4337 is infrastructure-agnostic. Its success depends on underlying bundler and paymaster networks, not the standard itself. This creates a new optimization surface.

The bundler is the new miner. Bundlers compete on latency and cost, not hash rate, creating a MEV-aware execution market similar to Flashbots.

Paymasters are the new business model. They enable gas sponsorship and novel fee logic, turning user acquisition into a protocol-level service.

Evidence: The Pimlico and Biconomy bundler networks already process millions of UserOperations, demonstrating the specialized infrastructure demand.

thesis-statement
THE PARADIGM SHIFT

The Core Argument: Gas Accounting is Now a Systems Problem

Account abstraction transforms gas from a simple user fee into a complex, multi-party systems engineering challenge.

Gas is now a liability. With ERC-4337, bundlers and paymasters assume gas costs for users, turning a simple fee into a balance sheet risk that requires active management and hedging strategies.

Optimization moves upstream. The gas market shifts from wallets to infrastructure. Protocols like Biconomy and Stackup now compete on bundler efficiency and paymaster subsidy models, not just UX.

The system requires new primitives. This creates demand for cross-chain gas orchestration (via LayerZero or Axelar), real-time fee forecasting, and intent-based routing systems like UniswapX to minimize this systemic liability.

Evidence: The Pimlico paymaster processes over 1 million UserOps monthly, subsidizing gas in stablecoins, which requires continuous rebalancing across multiple liquidity pools and chains to manage volatility.

THE COST OF ABSTRACTION

Gas Overhead Breakdown: EOAs vs. ERC-4337 UserOperations

A first-principles comparison of transaction gas costs, highlighting the inherent overhead of ERC-4337's modular architecture versus the raw efficiency of EOAs.

Gas Cost ComponentEOA (Native)ERC-4337 UserOp (Base)ERC-4337 UserOp (Bundled)

Base Transaction Calldata

21,000 gas

~42,000 gas

~42,000 gas

Signature Verification (e.g., secp256k1)

0 gas (precompile)

~3,500 gas (in-contract)

~3,500 gas (in-contract)

Paymaster Sponsorship Overhead

N/A

~25,000 - 50,000+ gas

~25,000 - 50,000+ gas

Aggregator/Bundler Profit Margin

0 gas

0 gas

~10,000 - 20,000 gas

Account Contract Deployment (1st tx)

0 gas

~200,000 - 300,000 gas

~200,000 - 300,000 gas

Typical Single-Tx Total Cost

~50,000 - 100,000 gas

~150,000 - 250,000 gas

~180,000 - 270,000 gas

Multi-Tx Batch Discount

Native Support for EIP-1559 Priority Fee

deep-dive
THE OPTIMIZATION FRONTIER

Deconstructing the Bundler's Burden

The current bundler model is unsustainable for mass adoption, demanding a shift from simple batching to sophisticated, intent-aware execution.

Bundlers are execution bottlenecks. They process UserOperations sequentially, creating a single point of failure and latency that scales poorly with transaction volume, unlike the parallelized nature of modern blockchains like Solana or Sui.

The solution is intent-centric architecture. Instead of executing exact instructions, bundlers must become solvers for user intents, leveraging off-chain competition between entities like UniswapX and CowSwap to find optimal execution paths.

This requires new mempool standards. The current ERC-4337 mempool is a simple broadcast channel. Future systems need private, order-flow-aware channels that enable MEV-aware routing and protection, similar to Flashbots' SUAVE vision.

Evidence: A single Pimlico bundler on Ethereum mainnet can process ~50 UserOps per second before latency spikes, a hard ceiling for applications requiring instant feedback.

protocol-spotlight
NEW OPTIMIZATION PARADIGMS

Builder Toolkits: Who's Solving This?

The shift from transaction-based to intent-based user interaction demands a new generation of infrastructure focused on solving, not just signing.

01

The Problem: Gas Abstraction is a UX Dead End

Paying for gas in the native token is a fundamental adoption blocker. Sponsored transactions and paymasters are a band-aid, not a solution, as they shift the cost burden to dApps and create unsustainable subsidy models.

  • Key Insight: True abstraction requires decoupling payment from execution, moving to a model where users pay in any asset.
  • Key Benefit: Enables "gasless" onboarding for billions of non-crypto users.
  • Key Benefit: Unlocks viable business models for dApps via fee abstraction.
~90%
Onboarding Friction
$0
User Gas Cost
02

The Solution: Intent-Centric Architectures (UniswapX, CowSwap)

Instead of specifying complex transaction paths, users declare a desired outcome (e.g., "swap X for Y at best rate"). A network of solvers competes to fulfill it optimally.

  • Key Insight: Separates declaration from execution, enabling MEV capture and redistribution to users.
  • Key Benefit: Optimal execution across liquidity sources via solver competition.
  • Key Benefit: Improved privacy and resistance to frontrunning via batch auctions.
10-20%
Better Rates
~500ms
Solver Latency
03

The Problem: Cross-Chain UX is a Fragmented Nightmare

Bridging assets and managing multiple wallets across chains is a UX catastrophe. Current AA wallets don't solve the fundamental issue of chain abstraction.

  • Key Insight: Users think in terms of assets and actions, not chains. The chain should be an implementation detail.
  • Key Benefit: Unified liquidity perception across Ethereum L2s, Solana, and beyond.
  • Key Benefit: Single transaction flows that orchestrate actions across multiple chains.
5+
Chains to Manage
>60s
Bridge Wait Time
04

The Solution: Universal Settlement Layers & Messaging (LayerZero, Across)

A new stack is emerging where a single entry point (a smart account) can initiate actions that are settled via secure cross-chain messaging, with execution handled by specialized verifiers.

  • Key Insight: The smart account becomes the universal portofolio, with messaging layers like LayerZero as the nervous system.
  • Key Benefit: Atomic composability across chains, moving beyond simple asset bridges.
  • Key Benefit: Security aggregation via decentralized verification networks.
1-Click
Cross-Chain Action
$10B+
Secured Value
05

The Problem: Key Management is Still a Single Point of Failure

Social recovery and multi-sig are improvements, but they add latency and complexity. The private key, whether split or not, remains a cryptographic secret that can be lost or stolen.

  • Key Insight: The future is programmatic security—replacing static keys with dynamic, context-aware authorization policies.
  • Key Benefit: Real-time risk scoring can block suspicious transactions before signing.
  • Key Benefit: Automated recovery flows that don't require a 7-day waiting period.
$1B+
Annual Theft
7 Days
Recovery Delay
06

The Solution: Policy Engines & Programmable Signing (Kernel, ZeroDev)

Next-gen account SDKs are embedding policy engines that evaluate transaction requests against user-defined rules (spending limits, DApp allowlists, time locks) before execution.

  • Key Insight: Security shifts from key protection to intent verification.
  • Key Benefit: Fine-grained permissions enable new use cases like corporate treasuries and child accounts.
  • Key Benefit: Proactive threat prevention via integration with threat intelligence feeds.
1000+
Policy Rules
<100ms
Policy Check
counter-argument
THE COST OF COMPLEXITY

The L2 Counterargument: Isn't Gas Cheap Enough?

Cheap base-layer gas on L2s is a red herring; the true cost is the combinatorial explosion of operations required for user-centric experiences.

Cheap gas is irrelevant for the multi-step, cross-domain transactions that define modern DeFi. A single user action like a cross-chain swap via UniswapX or CowSwap triggers a cascade of sub-operations—signature verification, intent solving, settlement—that multiplies gas costs.

The overhead is systemic. An ERC-4337 UserOperation bundles multiple calls, but each call's verification and execution gas adds up. Onchain validation for intents or session keys creates persistent cost sinks that cheap L1 gas does not eliminate.

Evidence: A simple gas sponsorship meta-transaction on Arbitrum costs ~0.0001 ETH, but a cross-chain intent fulfillment involving Across and a solver network can be 10-100x more expensive due to relay and proof aggregation overhead.

FREQUENTLY ASKED QUESTIONS

Frequently Challenged Questions

Common questions about the technical and economic shifts required for the next phase of Account Abstraction.

The biggest bottleneck is the unsustainable cost of subsidizing gas fees for users. Paymasters like Biconomy and Stackup currently eat these costs, but scaling to millions requires new economic models. This necessitates intent-based architectures and batch processing to amortize costs.

takeaways
THE OPTIMIZATION FRONTIER

TL;DR for Protocol Architects

Account abstraction's mass adoption will be bottlenecked by gas costs and latency; solving this requires new architectural paradigms beyond simple bundling.

01

The Problem: Paymaster Overhead

Sponsored transactions via paymasters (ERC-4337) add ~40k gas overhead per user operation, making micro-transactions and high-frequency social apps economically unviable.

  • Key Benefit: Native gas abstraction via EIP-7702 or chain-level sponsorship cuts verification overhead.
  • Key Benefit: Batched paymaster approvals across sessions (like Biconomy) can amortize costs across 1000s of ops.
~40k gas
Base Overhead
-90%
Potential Save
02

The Solution: Intent-Centric UserOps

Current UserOperations are low-level calldata blobs. Future AA must shift to declarative intents, letting specialized solvers (like UniswapX or CowSwap) compete on execution.

  • Key Benefit: Solvers optimize for MEV capture, potentially subsidizing 100% of user gas.
  • Key Benefit: Cross-chain intents natively enabled via solvers like Across and layerzero, abstracting bridge complexity.
$10B+
Solver Liquidity
~500ms
Settlement Latency
03

The Problem: State Bloat & Node Load

Every new smart account creates persistent on-chain state. At scale (millions of accounts), this cripples node sync times and increases RPC latency for everyone.

  • Key Benefit: Ephemeral accounts or Particle Network's MPC-based L2s keep state off-chain, pushing only final proofs.
  • Key Benefit: Stateless clients via Verkle trees can validate without storing full account state, a Ethereum roadmap priority.
10x
Sync Time Increase
TB+
State Growth
04

The Solution: Vertical Integration (L2s)

Generic L1s are suboptimal for AA. Purpose-built L2s and app-chains (like Starknet or zkSync) can bake AA primitives into the protocol, removing the need for a separate EntryPoint contract.

  • Key Benefit: Native account abstraction enables single-transaction social recovery and session keys at the VM level.
  • Key Benefit: Custom gas markets allow L2 sequencers to internalize and subsidize AA operations, achieving <$0.001 fees.
1000x
Cheaper Ops
-99.9%
EntryPoint Gas
05

The Problem: Key Management Fragmentation

Users have wallets on dozens of chains. AA's promise of a unified identity fails if each chain requires separate smart account deployment and recovery setup.

  • Key Benefit: Cross-chain smart account factories (using CCIP Read or LayerZero) enable single deployment on Ethereum, with lightweight counterfactual addresses on all chains.
  • Key Benefit: Universal recovery modules that work across any EVM chain, secured by a single Ethereum L1 social graph.
10+
Chains/User
$50+
Deploy Cost
06

The Solution: Parallel Session Execution

Today's AA bundles are sequential. The next leap is parallel execution of UserOperations within a bundle, treating the bundle as a mini-block for an application.

  • Key Benefit: Enables real-time, Subsecond-finality gaming and DeFi interactions within a session.
  • Key Benefit: Parallel conflict detection can be handled by specialized bundlers, increasing throughput to 10,000+ TPS per app session.
10,000+
Session TPS
<1s
Finality
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