Salesforce Configuration Benchmark
Oct 30, 2025
Overview
Salesforce configuration becomes increasingly complex in large codebases with extensive integrations and customizations. This benchmark evaluates how general-purpose coding agents perform compared to Ressl.ai on such real-world tasks.
We curated a dataset of 100 authentic Salesforce tasks, ranging from basic field creation to intricate managed package configurations, to ensure a comprehensive and realistic comparison.
A Real-World Benchmark
We categorized the tickets into three levels: easy, medium, and hard, based on feedback from Salesforce solution architects.
Easy tickets (30 total): These involve straightforward configuration tasks that require basic Salesforce setup knowledge, such as updating picklist values, mapping field dependencies, creating flows, validation rules, record types, and page layouts. General-purpose coding agents often miss Salesforce-specific nuances like setting field-level security, assigning page layouts to profiles etc.
Ressl AI successfully completed all 30 tasks, general-purpose coding agents, and Agentforce Vibes completed only 5 and 11 tasks, respectively, in this category.
Medium tickets (50 total): These typically involve multi-step logic requiring 10 to 15 configuration or code changes. Examples include setting up custom metadata records, configuring automation across multiple objects, and reusing components from the existing codebase. Success in this category depends on understanding object relationships, dependency management, and reusability patterns within a Salesforce org.
Ressl AI successfully completed 47 out of 50 tasks, whereas general-purpose coding agents, and Agentforce Vibes were able to complete only 4 and 9 tasks, respectively, in this category.
Hard tickets (20 total): These involve more than 30 coordinated changes and include complex or long-running tasks such as translating labels across modules, integrating with external systems, or designing cross-cloud solutions. They require deep architectural understanding, strong deployment discipline, and expertise in how Salesforce components interact at scale.
Ressl AI successfully completed 13 out of 20 tasks, while general-purpose coding agents, and Agentforce Vibes were unable to complete any tasks in this category.
Overall Score
Agent Type | Score |
|---|---|
General Coding Agents | 9/100 |
Agentforce Vibes | 20/100 |
Ressl.ai | 90/100 |
From Dev Agents to a True Business Platform
What we need goes beyond a development agent. We need a platform that manages requirements, captures the nuances of business processes, and translates them into Salesforce solutions.
While Dev and Admin agents are valuable, they do not fully address the underlying business challenges. Ressl is designed to understand the unique details of your organization’s workflows and turn them into scalable, Salesforce-native implementations.
Key Capabilities:
End-to-end requirements management
Comprehensive change tracking
Adherence to Salesforce best practices
