Stage 1 / 4System stage
Retrieve approved knowledge
Search internal documents first and keep the answer connected to the relevant source.
Anonymized client case · Evidence-grounded customer support
Personalized support grounded in approved knowledge, with urgent cases sent to people.
A specialist service provider needed to answer recurring customer questions across a long treatment journey without allowing an AI system to diagnose, improvise, or hide uncertainty.
- Languages
- English, Dutch, German
- Knowledge
- Approved internal documents
- Personalization
- Journey and timeline aware
- Urgent situations
- Human escalation
01
The challenge
Customers asked different questions depending on where they were in their journey. Staff repeated guidance, but answers still needed approved sources, customer context, and a safe route for urgent situations.
02 · Interactive workflow
What changed
01Retrieve approved knowledgeSystem stage02Use customer contextSystem stage03Separate information sourcesSystem stage04Escalate urgent messagesHuman handoff
Stage 2 / 4System stage
Use customer context
Adapt the response to language, profile, date, and current phase of the customer journey.
Stage 3 / 4System stage
Separate information sources
Clearly distinguish internal guidance from approved website information and broader external context.
Stage 4 / 4Human handoff
Escalate urgent messages
Detect warning signals and send the original customer message to the human support team without generating a diagnosis.
03
Measured impact
The delivered system could provide consistent phase-specific support in three languages while making the source of the answer visible.
Evidence and context
It also created a direct path for urgent messages to reach people with the relevant customer context. No time-saving percentage is claimed because live support-volume data was not supplied.
04
Important context
The agent was designed to inform and support, not diagnose. Potentially serious messages triggered human escalation, and the support team remained responsible for medical or professional advice.
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