AI Experience Design

Make an AI feature legible and usable in the hands of the people who have to trust its output.

An AI feature that demos well but is not used twice, because people cannot tell what it did.

ENGAGEMENT

Scoped per project, delivered remotely. Confidentiality and AI tooling constraints are agreed before work starts.

FROM

$5,500 USD

What it is

Design for products where a model does part of the work. We design the interaction around the model: what the user asks, what the system shows while it works, how a result is checked, and what happens when the answer is wrong.

The hard part of an AI product is rarely the model. It is the interface where a person has to decide whether to trust it.

Who it is for

  • Teams adding AI features to an existing product

  • Products built around agents, assistants or generated output

  • Teams designing AI workflows for internal or expert users

  • Organisations with confidentiality constraints on where AI can be used

Problems it solves

The feature demos well and nobody uses it twice. Users cannot tell what the system did or why. There is no path back when the output is wrong, so people stop relying on it. The product exposes a model where it should expose a workflow.

What we deliver

  • Interaction models for prompting, review and correction

  • Workflow design around the model, not just the chat window

  • States for uncertainty, failure and partial results

  • Interface patterns for provenance, so users can see where an answer came from

  • Production ready UI

  • Guidance on what should not be automated

How this connects to the Lab

The studio runs its own AI experiments and publishes what they show, including a local model experiment run entirely offline on consumer hardware. The work in the Lab is where these interaction patterns get tested before they reach client products.

Investment

AI Experience Design engagement

FROM

$5,500 USD

  • Interaction and workflow model for the AI feature

  • Prompting, review and correction paths

  • Uncertainty, failure and empty states

  • Provenance and explainability patterns

  • Production ready UI

  • Recommendations on scope limits for automation

Prices are in USD. No GST is added, as Mokujiro is not currently GST registered. Final scope and pricing are confirmed after a short project review.

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