The customer service team had access to CRM data, sales notes, case statuses, and product documentation. The problem was that every reply required gathering that information by hand. AI helped write faster, but without context it often asked clarifying questions or offered answers that were too generic.
Background and challenges:
- Information was scattered. Contact history, case status, and customer data lived in different parts of the CRM.
- Users wrote long prompts. To get a useful answer, they first had to summarize the customer’s situation for the model.
- Results were inconsistent. Every employee fed the AI a different amount of information, so answers varied in quality and style.
- The scope of data needed control. Information not required for a specific task shouldn’t reach the model at all.
Project goal:
The goal was to design an assistant that draws on the right slice of CRM context: the customer record, the process stage, the communication history, and the user’s permissions. A shorter question should be enough to produce a useful answer.
Solution:
- Defining context per task. For selected scenarios, the team documented which CRM fields and events are actually needed to answer.
- Filtering data before it reaches the model. AI receives only the information needed for that specific action, not the customer’s full record.
- Reply templates. The system drafts a response in an established tone and fills it in with CRM data.
- User permissions as the context boundary. The assistant doesn’t show or use data the employee can’t access.
- Source preview. The user can check which data a suggested reply is based on.
Results and benefits:
- A shorter path from question to a ready draft reply.
- Less manual re-describing of case history in prompts.
- More consistent communication with customers.
- Better control over the scope of data shared with AI.
Summary:
AI doesn’t need more data. It needs the right context. In a CRM, that means access to the information relevant at that moment, and clear limits based on the user’s role.
