Conversation and intent mapping
We identify common questions, user goals, language patterns, and the points where a person should take over.

Built for what’s next.
06 / AI SERVICES
Helpful answers, with a route to a person.
We build conversational assistants that help people find information, complete simple requests, and reach the right team when the conversation needs human care.
01 — THE OPPORTUNITY
A polished chat window cannot fix unclear knowledge or a missing escalation path. We start with the questions people actually ask, the information they need, and what should happen when the assistant cannot answer confidently.
02 — THE WORK
Practical work shaped to the brief, with clear outputs at each stage.
We identify common questions, user goals, language patterns, and the points where a person should take over.
We organize approved information, review gaps, and define how content will stay current after launch.
We design and implement the interface, response behavior, and relevant links or integrations for your channel.
We test answer quality, unclear requests, and escalation, then use real conversation patterns to improve the experience.
03 — ILLUSTRATIVE STARTING BRIEF
Customers ask similar questions, but answers are scattered across documents and support conversations.
Organize reliable source content, design the conversation around real questions, and give uncertain cases a clear handoff.
An example of how we might frame a project, not client work.04 — THE APPROACH
Every project has its own scope. These stages make the work understandable and reviewable from the start.
We collect representative enquiries and understand which answers or actions matter most.
We structure approved knowledge and decide how the assistant should cite, link, or refer users onward.
We shape tone, interaction, fallback messages, and human handoff before implementation.
We review realistic conversations and put a process in place to keep answers accurate as the business changes.
We define the scope and useful outputs before building. You can review the direction as it develops, and we plan the handover around the people who will own the result. If a different tool or smaller solution is the better fit, that belongs in the conversation too.
06 — PRACTICAL QUESTIONS
The details of a good engagement are specific. Here are a few of the questions we work through early.
Yes, if the material is suitable and access is defined. We first assess document quality, update frequency, and what information should remain private.
We design an honest fallback and a clear path to a person or resource, rather than letting the assistant invent a confident response.
A website is one option. Other channels depend on their technical and policy requirements; we choose the channel after the use case is clear.
HAVE A PROJECT IN MIND?
Tell us what you are trying to improve. We’ll talk through the scope, the decisions to make, and the most sensible first step.