Developer builds AI layer to query existing CRMs via natural language, skipping replacement

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A developer at a large PropTech firm observed that sales agents were spending several minutes on repetitive data queries across multiple CRMs, prompting them to build an AI overlay called Company/OS rather than a replacement platform. The tool embeds into existing CRM systems and lets users query their data using plain language, eliminating the need for manual filters, CSV exports, and Slack sharing. Company/OS uses a Neo4j-based business knowledge graph, a five-tier memory system, and pre-built 'Department Packs' tailored to teams like Sales, Finance, and Audit. The builder argues that replacing a CRM demands costly data migration and lengthy enterprise sales cycles, whereas an API-based overlay can be deployed within a day. The project positions itself as a plug-and-play operating layer, drawing inspiration from the Salesforce AppExchange model of ready-to-install, workflow-specific assistants.

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