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AI agents / Travel & customer enquiries

Put business knowledge into customer conversations.

Customer conversations connected to business knowledge, lead capture and a practical operator interface.

ContextClient build
Delivery stageBuilt & tested
FocusA maintainable customer-assistance tool
Illustration: Customer question to Business knowledge to Useful answer to Operator correctionCustomer questionGrounded in business knowledgeOperator correction

Process illustration. Recreated for this portfolio; no client interface or data shown.

  1. 01Customer question
  2. 02Business knowledge
  3. 03Useful answer
  4. 04Operator correction

01 / The starting point

The problem to solve.

A specialist travel operator needed an assistant that could answer product questions and collect useful enquiries. The operator also needed a way to correct information when the assistant's response did not match the business.

02 / My contribution

Where I came in.

I built the concierge application and operator tools, including knowledge retrieval, conversation review, lead handling and a support interface for diagnosing answer quality.

03 / Implementation

What I worked on.

  1. 01

    A customer-facing chat interface backed by business-specific knowledge and lead capture.

  2. 02

    Operator tools for adding facts, correcting replies and reviewing conversations.

  3. 03

    Retrieval changes that prioritise relevant operator knowledge, plus a support workflow for proposed corrections.

A design decision that mattered

Give the operator a way to improve the system. Correcting a knowledge entry should be a supported workflow, not a request to rewrite the whole application.

04 / Delivery

A maintainable customer-assistance tool.

A built concierge and administration application, with documented checks of retrieval, operator corrections and lead capture.

The application was built and tested; embedding it on the client's main website was a separate client-controlled step.

Could this apply to your team?

A similar problem,
your own context.

Specialist services with repeat customer questions and important details that change over time.

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What needs to
work better?

Tell me about the process, the people using it and the outcome you need. We can work out a useful first step.

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