CRM
Practical guidance for CRM scenarios, including data models, workflows, permissions, integrations, and AI agent patterns for enterprise teams.
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PublishedHow Many Tokens Is a Business App? A Complete CRM in 16k
Measured in the unit AI works in, a complete CRM is ~16k tokens of typed metadata — 8% of one context window. Software that fits whole in an agent's context is maintained differently. We call it context-sized software.
AI & Agents Developers CRM Context WindowContext-Sized SoftwareAI AgentsMetadataObjectStack -
PublishedAI Sales Assistant: How to Update CRM Records and Suggest Next Steps
An AI sales assistant is not just auto-fill for CRM. Natural language can generate accounts, contacts, opportunities, activities, tasks, and agent tools so sellers work through conversation.
App Development Business Leaders CRM AI salesCRMNatural-language app buildingAgent -
PublishedAI for CRM: How Agents Read Customer Data Without Bypassing Permissions
Most CRMs already hold customer, opportunity, contact, and activity history. The useful path is to let AI understand those business objects under existing permissions.
Integration & Data Business Leaders CRM CRMSales ManagementAI AdoptionCustomer Data