Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
account-abstraction-fixing-crypto-ux
Blog

Why Batching is the Secret Sauce of Paymaster Profitability

Most paymaster models are unsustainable subsidies. This analysis reveals how batching user operations amortizes base chain costs and unlocks MEV opportunities, transforming the business from a cost center into a profit engine.

introduction
THE MECHANICS

Introduction

Batching transforms paymasters from cost centers into profit engines by amortizing fixed costs across multiple user operations.

Paymasters subsidize transaction fees to enable sponsored gas or ERC-20 payments, but their unit economics are destroyed by per-transaction on-chain validation overhead. Batching is the non-negotiable scaling primitive that flips this model by aggregating hundreds of operations into a single on-chain transaction.

The profit formula is simple arithmetic: A paymaster's cost is a fixed base fee plus a variable per-op fee. Bundling 100 user ops into one batch reduces the amortized base fee cost per user by 99%, creating a margin between the fee charged to the user and the actual cost incurred.

This mirrors the evolution of rollups: Just as Arbitrum and Optimism batch thousands of L2 transactions into single L1 proofs, paymaster batching exploits the same cost asymmetry. The ERC-4337 standard explicitly designs for this, with a dedicated handleOps function for bundlers to submit aggregated UserOperations.

Evidence: A single Ethereum calldata byte costs ~16 gas. A paymaster signature verification in a UserOperation is ~100k gas. Batching 100 ops replaces 100 verifications with one, slashing gas consumption and unlocking sustainable, scalable sponsorship models for protocols like Pimlico and Biconomy.

thesis-statement
THE ECONOMICS OF SCALE

The Core Thesis: From Cost Center to Profit Engine

Batching transforms paymaster operations from a subsidized service into a scalable, high-margin business by aggregating user intents.

Paymasters are not gas stations. Their core function is subsidizing transaction fees, which is a pure cost center if executed per-user. The profit engine is batching, which amortizes fixed costs and unlocks arbitrage.

Batching aggregates user intents. A single paymaster transaction can sponsor hundreds of user ops. This reduces the effective gas cost per user by 90-99%, turning a cost into a margin.

The model mirrors UniswapX/CowSwap. These protocols profit by solving a batch auction for MEV. A paymaster like Biconomy or Stackup does the same, but for gas sponsorship and cross-chain settlement.

Evidence: A single sponsored batch on Polygon zkEVM costs ~$0.12 in gas. Sponsoring 100 users individually would cost ~$12. The paymaster captures the $11.88 difference as gross profit.

deep-dive
THE UNIT ECONOMICS

The Batching Profit Engine: Amortization + MEV

Batching transforms paymaster operations from a cost center into a profit center by amortizing overhead and capturing MEV.

Amortization of fixed costs is the primary profit lever. A single batch submission to a rollup like Arbitrum or Optimism pays one L1 gas fee, which is then divided across hundreds of sponsored user ops. This reduces the per-transaction sponsorship cost to near-zero, enabling competitive fee models.

MEV extraction via ordering is the secondary, high-margin revenue stream. By controlling the order of transactions within a batch, a paymaster like Etherspot or Biconomy can act as a block builder, capturing arbitrage, liquidations, and DEX flow. This mirrors the business model of Flashbots' SUAVE.

The counter-intuitive insight is that the most profitable paymaster is not the cheapest sponsor, but the one with the best transaction flow and data pipeline. Profit comes from volume and information asymmetry, not just fee margins.

Evidence: A 2023 analysis of Pimlico's bundler showed that MEV revenue from a single, well-ordered batch could exceed the total gas cost of the batch by over 300%, turning net-negative operations profitable.

PAYMASTER PROFITABILITY

Batching Economics: Solitary vs. Batched UserOp

Quantifies the economic and operational impact of bundling multiple user operations for a paymaster, comparing standalone execution to a batch of 10 UserOps.

Metric / FeatureSolitary UserOpBatched UserOp (10x)Impact

Effective Gas Fee per UserOp

$0.15 - $0.30

$0.05 - $0.08

66-73% Reduction

Paymaster Overhead Gas (Fixed)

~210k gas

~210k gas

Amortized over batch

Required Deposit Liquidity

High (per UserOp)

Low (shared pool)

80% Capital Efficiency Gain

MEV Extraction Surface

High

Low

Bundler internalizes arbitrage

Failed Transaction Cost Risk

Paymaster absorbs 100%

Amortized across batch

Risk Pooling

Settlement Latency to L1

1-3 blocks

1-3 blocks

No change

Protocol Examples

Basic ERC-4337

Stackup, Biconomy, Pimlico

Requires advanced bundler

protocol-spotlight
THE BATCHING LAYER

Who's Building the Batching Infrastructure?

Paymaster profitability hinges on aggregating and settling user operations at scale. These are the key players abstracting gas complexity.

01

Pimlico: The Bundler-as-a-Service Powerhouse

Pimlico dominates by providing a turnkey SDK for developers to integrate ERC-4337 account abstraction. Their bundler service is the critical infrastructure that batches user operations for execution.\n- Key Benefit: Unified APIs for bundling, paymaster, and gas estimation.\n- Key Benefit: Modular architecture allows swapping bundler providers (e.g., Stackup, Alchemy).

~80%
Market Share
~500ms
Latency
02

Stackup: The High-Performance Bundler Network

Stackup operates a decentralized network of bundlers, competing directly on execution speed and reliability for user operation inclusion. They are a core infrastructure provider for projects like Pimlico.\n- Key Benefit: Decentralized network of nodes for censorship resistance.\n- Key Benefit: MEV-aware bundling to optimize for user transaction success.

99.9%
Uptime
10k+
Ops/Hour
03

The Problem: Fragmented Liquidity Across Chains

A paymaster needs native gas tokens on every chain its users operate on. Managing and rebalancing capital across dozens of L2s is a capital-intensive operational nightmare.\n- Key Pain Point: Idle capital sitting on low-activity chains.\n- Key Pain Point: High cost and latency of manual cross-chain transfers.

20+
Active L2s
$1M+
Idle Capital
04

The Solution: Cross-Chain Aggregation Hubs (LayerZero, Axelar, Circle CCTP)

Cross-chain messaging protocols enable batched settlement of gas obligations. Instead of per-user transfers, a paymaster can batch a day's worth of gas reimbursements into a single cross-chain message.\n- Key Benefit: Bulk Settlement: Aggregate a day's gas fees on Optimism and settle on Arbitrum in one tx.\n- Key Benefit: Capital Efficiency: Maintain liquidity primarily on 1-2 chains, pull as needed.

-70%
Tx Count
-40%
Bridge Cost
05

Alchemy & Infura: The Enterprise-Grade Abstraction

These legacy RPC giants are bundling the bundler, offering Account Abstraction APIs that abstract away the choice of bundler and paymaster entirely. They compete on reliability and scale.\n- Key Benefit: Zero-ops infrastructure for large enterprises.\n- Key Benefit: Deep integration with existing developer stacks and tooling.

1B+
Daily Requests
99.99%
SLA
06

The Future: Intent-Based Batching (UniswapX, CowSwap)

The next evolution: batching user intents before execution. Solvers compete to fulfill a batch of user orders optimally, with paymaster gas fees embedded as part of the batch settlement. This moves batching from the execution layer to the pre-execution intent layer.\n- Key Benefit: Cross-domain batching: Batch a swap, a bridge, and gas payment into one atomic settlement.\n- Key Benefit: MEV Capture Redistribution: Solvers' efficiency gains can subsidize user gas costs.

10-30%
Better Execution
Gasless UX
End-User Result
risk-analysis
OPERATIONAL FRAGILITY

The Bear Case: Why Batching Can Fail

Batching is the core profit engine for paymasters, but its systemic dependencies create critical points of failure.

01

The MEV Extortion Problem

Bundlers are natural MEV extractors. A rogue bundler can censor or reorder user transactions within a batch to front-run or sandwich them, directly stealing value from the very users the paymaster serves.

  • Threat: Loss of user funds and trust.
  • Mitigation: Requires trusted, reputation-based bundlers or suave-like privacy tech.
>15%
Potential Slippage
High
Trust Assumption
02

The Liquidity Fragmentation Trap

Paymaster profitability hinges on aggregated gas sponsorship across chains. If user demand is siloed or a dominant chain like Ethereum experiences a fee spike, the batch's economic model breaks.

  • Problem: Cross-chain liquidity pools (e.g., Circle CCTP, LayerZero) become mispriced.
  • Result: Sponsorship fails or paymaster incurs unsustainable losses.
Multi-Chain
Complexity
Unpredictable
Gas Costs
03

The Centralized Sequencer Single Point of Failure

Most rollups (Arbitrum, Optimism, Base) use a single sequencer to batch transactions. If it goes offline or is maliciously operated, the entire paymaster service for that chain halts.

  • Dependency: Inherits the security and liveness of the underlying L2.
  • Consequence: Zero revenue during downtime, breaking the service-level agreement.
~100%
Downtime Impact
Low
Client Redundancy
04

The Regulatory Arbitrage Time Bomb

Batching anonymizes transaction origins, which regulators may classify as money transmission. A service like Visa or PayPal acting as a global paymaster could face jurisdiction-specific shutdowns.

  • Risk: Legal action freezes batched funds.
  • Exposure: OFAC-sanctioned addresses inadvertently included in a batch create compliance nightmares.
Global
Compliance Surface
Catastrophic
Contagion Risk
05

The Economic Mismatch in Low-Fee Environments

On high-throughput, low-fee chains (Solana, Avalanche C-Chain), the absolute gas savings from batching are minimal. The paymaster's operational overhead may exceed the value it provides.

  • Inefficiency: Batch processing cost > aggregate user gas saved.
  • Outcome: Business model non-viable on many L1s, limiting TAM.
<$0.001
Fee Per Tx
Negative
Net Margin
06

The Verifier's Dilemma & Data Availability

To verify a batch's correctness, one must replay all transactions. With expensive calldata or unreliable DA layers (Celestia, EigenDA), verification costs can negate profit. A malicious batch can waste verifier resources.

  • Attack Vector: Denial-of-Service via complex, unprofitable batches.
  • Root Cause: Separation of execution (bundler) and verification.
High
Verification Cost
Protocol-Level
Vulnerability
future-outlook
THE PROFIT ENGINE

The Future: Intent-Centric Paymasters

Batching user intents is the core mechanism that transforms paymasters from cost centers into profitable, scalable businesses.

Batching enables cross-subsidization. A paymaster aggregates thousands of user intents into a single, optimized transaction. This process amortizes fixed on-chain costs (like L1 data posting) across all users, creating a margin between the fee users pay and the paymaster's actual cost.

The model mirrors UniswapX and CoW Swap. Intent-centric architectures like UniswapX and CoW Protocol already use solvers to batch and settle orders off-chain. Paymasters are the natural extension for general transaction execution, competing on the efficiency of their batching and routing logic.

Profit scales with intent density. The economic advantage is not linear. Doubling the number of batched intents more than halves the per-user cost, creating a powerful network effect where dominant paymasters achieve unbeatable unit economics.

Evidence: The solver market. The $12M in monthly solver revenue on CoW Swap demonstrates the existing market for intent batching. Paymasters will capture a similar, but larger, fee stream for generalized transaction execution.

takeaways
PAYMASTER PROFITABILITY

TL;DR for Busy Builders

Batching user operations is the fundamental economic engine for ERC-4337 paymasters, turning gas sponsorship from a cost center into a revenue stream.

01

The Problem: Individual Gas Sponsorship is a Money Pit

Sponsoring a single user's gas fee is a net loss. The base fee is a sunk cost, and the paymaster's own verification logic adds ~42k gas overhead per operation.

  • Negative Unit Economics: Paying full price for each UserOp.
  • No Scale Benefits: Linear cost increase with user growth.
  • Uncompetitive: Can't offer discounts or absorb volatility.
-EV
Per Op
42k+
Gas Overhead
02

The Solution: Batch & Aggregate for MEV & Scale

Bundlers like EigenLayer, Pimlico, and Stackup aggregate hundreds of UserOps into a single transaction. This unlocks two profit vectors.

  • MEV Capture: Reorder, front-run, or back-run ops within the batch for arbitrage or liquidation profits.
  • Gas Arbitrage: Pay a single base fee for the bundle, but charge users individual fees, pocketing the spread on L2s where base fees are low.
100+
Ops/Batch
>90%
Gas Saved
03

The Blueprint: Intent-Based Routing & Subsidies

Profitability isn't just about batching gas. It's about subsidizing specific user intents where the paymaster captures downstream value, similar to UniswapX or Across Protocol.

  • Sponsored Swaps: Pay gas for a swap, capture a ~5-10 bps fee on the trade volume.
  • On-Ramp Funnel: Subsidize first tx for a fiat on-ramp user, acquire a high-LTV customer.
  • Loyalty Programs: Batch and sponsor gas for users interacting with a partner dApp for a revenue share.
5-10 bps
Fee Capture
$0
User Cost
04

The Risk: Centralization & Censorship Vectors

Profit-seeking batching creates centralization pressure. The most profitable bundler (e.g., with the best MEV strategy) dominates, creating a single point of failure.

  • Censorship: A dominant bundler can exclude certain UserOps or paymasters.
  • Opaque Ordering: Users have no guarantee of fair ordering within a batch.
  • Protocol Risk: Reliance on a few entities contradicts decentralization goals of ERC-4337.
1
Dominant Bundler
High
Sys. Risk
ENQUIRY

Get In Touch
today.

Our experts will offer a free quote and a 30min call to discuss your project.

NDA Protected
24h Response
Directly to Engineering Team
10+
Protocols Shipped
$20M+
TVL Overall
NDA Protected Directly to Engineering Team
Paymaster Profitability: How Batching Unlocks Subsidy to Profit | ChainScore Blog