Managing a scaling enterprise tech stack often feels like trying to repair a jet engine while in mid-flight. As your organization grows, the web of dependencies between your CRM, data warehouse, and automation tools becomes increasingly opaque.
System administrators and operations leaders are frequently forced to make changes blindly, crossing their fingers that a minor update in one platform won’t trigger a catastrophic failure in another. This lack of visibility leads to technical debt, security vulnerabilities, and a constant state of reactive troubleshooting, preventing your team from focusing on strategic growth.
Sweep
Sweep provides the agentic layer for enterprise systems, serving as a centralized hub where teams and metadata agents plan, change, and govern complex environments. By connecting to your core platforms, it interprets metadata across objects, logic, and permissions to provide a single source of truth for your entire technical infrastructure.
Utilizing Sweep allows organizations to move away from the “big project” mentality of manual system cleanup and transition into a state of continuous, automated hygiene. Instead of spending weeks manually mapping how a specific Lead Routing rule might affect downstream Snowflake reporting, teams can use the platform to instantly visualize dependencies. This leads to radical clarity, where every stakeholder—from GTM leadership to Salesforce Developers—operates with the same context. The result is a significant reduction in management costs and a massive increase in deployment speed, as the platform acts as a safety net that catches potential conflicts before they reach production.
Sweep Agentic Features
The platform offers a robust suite of tools designed to synchronize and protect your most critical business data across various environments.
AI Documentation: Automatically generates and maintains live documentation of your Salesforce configuration and other connected systems, ensuring alignment across the team.
ApexClass Monitoring: Provides continuous oversight of your Apex code to maintain stability and performance within your Salesforce instances.
Audit Trails: Maintains a comprehensive history of system changes, providing a clear record of who changed what and when for security and compliance.
Build Mode: Provides a dedicated environment for safely planning and previewing system changes before they are executed in live environments.
Cross-Platform Lineage: Maps the flow of data and logic across systems such as HubSpot, Snowflake, and Salesforce to expose hidden dependencies.
Deduplication and Matching: Enforces strict data hygiene standards by identifying and merging duplicate records to maintain a clean database.
Impact Analysis: Evaluates the potential downstream effects of a proposed change, allowing admins to modify configurations without the risk of breaking integrations.
Lead Routing: Automates the distribution of prospects to the appropriate sales representatives based on complex, pre-defined business logic.
Marketing Attribution: Syncs insights between platforms like Salesforce and HubSpot to provide a clear picture of which marketing efforts are driving revenue.
Model Context Protocol (MCP): Embeds deep business context into AI agents, allowing them to understand the “why” behind your system architecture.
Multi-Org Mode: Enables enterprises to govern and manage multiple Salesforce organizations from a single, centralized interface.
Visual Workspace: Provides an interactive, AI-powered canvas where users can explore metadata and business processes visually rather than through spreadsheets.
These features collectively empower technical teams to transition from manual maintenance to automated, agentic operations. By centralizing documentation, monitoring, and execution, the platform ensures that enterprise systems remain agile and accurate even as they scale in complexity.
I’m able to do the work of a team of 3 as a team of 1, which has saved me so much admin work time, that I’m actually able to do my job as a RevOps leader rather than just an admin.
Matt Buren, RevOps Leader
Getting Started With Sweep
Getting started with the platform is a streamlined process designed for rapid time-to-value. You begin by connecting your primary enterprise systems—such as Salesforce, HubSpot, ServiceNow, or Snowflake—via secure API connections. Once connected, the platform’s engine continuously ingests your metadata to create a comprehensive map of your logic and permissions. From there, you can begin querying metadata agents to identify inefficiencies or use the visual workspace to plan your next major system update with full impact analysis.
Sweep has demonstrated significant ROI across various industries, including a 300% increase in Salesforce efficiency and a 58% decrease in system management costs. Users have reported launching new system configurations 100% faster while simultaneously reducing implementation time for complex projects by 70%.
Experience the Agentic Layer
Book a Demo with Sweep
©2026 DK New Media, LLC, All rights reserved | DisclosureOriginally Published on Martech Zone: Sweep: Control Your Enterprise Metadata with an Agentic AI Layer