See how agentic scoring and data normalization make Salesforce account dedupe accurate, explainable, and sustainable at scale.
Popular Marketing Operations reads
Demo on Demand
Use Case: Your first step with AI: Discover before you automate
See how RevOps teams can explore AI safely, validate data, and move to automation with confidence.
Demo on Demand
Use Case: Why It’s Time to Replace LeanData (and How to Do It Right)
See how replacing LeanData can be your opportunity to streamline processes and elevate your GTM capabilities—well beyond lead routing.
Demo on Demand
Use Case: The untold NRR story hiding inside your account hierarchies
Unlock revenue clarity. This demo shows how to fix disconnected hierarchies and flat reporting across complex customer structures.
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Use Case: Agent-Powered Account Scoring & Deduplication
Playbook
GTM Playbooks: Rebuilding Trust and Data Across Revenue Teams
How do you make your data layer trustworthy enough to build AI on? Revenue Architects from Fivetran, GitHub, and Inchcape Shipping Services share field-tested playbooks for fixing CRM data, rebuilding trust across teams, and putting Data Agents to work in Salesforce.
Co-Lab: The New Revenue Data Architecture — How to Rebuild Trust in Your Data Layer
Learn how RevOps teams are rebuilding the data layer for the AI era: source of truth, data quality, governance, and AI readiness.
Blog
What's a Salesforce Account Hierarchy? Definition, Benefits & Setup
A Salesforce account hierarchy maps parent-child relationships across your org. Learn what they are, who needs them, and how to build them.
Lead Routing Is Broken: How Marketing Ops Teams Are Re-Architecting Lead Flow
MOps teams are rethinking lead routing with AI. Learn what works, where it helps, and why clean data still matters.
Salesforce Rollup Summary Field: 3 Limitations and Fixes
Salesforce rollup summary fields break at 40 per object, need Master-Detail relationships, and can't see across hierarchies. Here's the fix.
Guide
Lead Routing for the Age of AI
Learn how to build a flexible, Salesforce-native routing engine that automates validation, enrichment, and real-time distribution.
Demo on Demand
Use Case: How AI is changing data quality for revenue teams
See how AI data quality moves beyond basic cleanup to improve Salesforce routing, segmentation, and revenue execution.
Salesforce Account Hierarchy Limitations: Why Native Falls Short
Salesforce account hierarchy limitations run deeper than most teams realize. Here are the technical gaps that prevent native hierarchies from powering automation, reporting, and enterprise GTM.
