Context-engineered CRM AI agent for standardized customer-information workflows

Build an AI agent that retrieves customer records from a CRM through MCP and applies a reusable skill so the information is formatted consistently, including the customer's name, contact information, and favorite type of cookie.

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From IBM TechnologyMCP vs Skills: Which Is Right for Your AI Agent and LLMs? at 02:28

Problem: LLMs are non-deterministic, and directly giving them a CRM API, documentation, and an authentication token does not reliably produce consistent customer-information updates or formatting.

For: Sales teams that need CRM information retrieved and formatted the exact same way every time.

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Behind this: 12 build steps · 3 tools and how each is used · how to validate demand · 1 more real example · 6 things the video never answers.

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