◈AI Codex
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AI Integration

The technical work of connecting AI to your existing systems — feeding it data from your databases, having it write back to your CRM, triggering it from your existing workflows. Most of the difficulty in AI integration isn't the AI itself; it's data plumbing, authentication, error handling, and making outputs reliable enough to trust in automated pipelines. This is where 'it works in the demo' turns into 'it works in production.

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In practice

You connect Claude to your CRM so sales reps can type a customer name and get an instant briefing on their history, open deals, and recent support tickets — without switching tabs. That connection between Claude and your existing system is an AI integration.

Related concepts

Where AI Integration shows up

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