Define
We establish the problem, audience, constraints and measures of a useful outcome.
Hot Ice Cube / AI Agent Development
AI Agent Development
Useful AI starts with a well-defined job.
Discuss your project ↗
The opportunity
Useful AI starts with a well-defined job.
An AI agent should help with a specific task, not simply add a chat window to a website. We build assistants that retrieve approved information, organize requests and support staff with repeatable knowledge work. The system is designed around its sources, permitted actions and the situations where a person should take over.
How we approach the work
Discovery defines representative questions and acceptable outcomes. We organize the knowledge sources, design retrieval and tool access, and create evaluation examples that reflect real use. Where an answer cannot be supported, the agent should acknowledge the gap or ask for clarification. We review failure cases, access boundaries and human handoff before launch.
Is this the right fit?
AI agents are a good fit when useful information exists but is difficult to find or act on. We avoid promising perfect answers and design the experience so users understand what the assistant can reliably do.
From brief to handover
A clear path through the project.
Design
We organize the experience and review a direction before committing to production.
Build & review
We develop the agreed scope and check realistic use cases with your feedback.
Launch & learn
We prepare the handover and agree what should be monitored or improved next.
Before we start
Questions, answered.
Can the agent use our documents?
Yes, subject to access, file format and data-handling requirements. We define which sources are approved and how updates reach the knowledge base.
Can an agent take actions automatically?
Where appropriate, with limited tool permissions and clear rules. High-impact actions can require a human approval step rather than being executed directly.
What do you need to prepare a proposal?
Share your goals, current website or tools, the audience you want to reach and any deadline or budget constraints. We review the requirements before confirming deliverables, dependencies and milestones.
What is included in the handover?
Your proposal defines the final assets, access, documentation and support period. We explain the important editing and maintenance tasks and identify any third-party subscriptions you will manage.
Connect the rest of the experience.
Explore ai agents applications ↗A sharper next chapter
Let's make
the right move.
Bring the ambition. We’ll help define the experience, the systems and the work that gets you there.
The details make the difference
A considered approach to
ai agent development.
From the first brief to the final handover, every decision has a job to do.
Define what useful intelligence means
We begin with a narrow task and the information needed to perform it. A customer-support assistant, an internal knowledge tool and an application dashboard have different requirements for accuracy, permissions and response time. The interface should make those boundaries clear to the people using it.
Design control into the experience
Roles, access rules and approval steps are considered before connecting business data. AI outputs can be checked against approved sources, and uncertain cases routed to a person. For custom applications, data models and interface states are designed together so the product behaves predictably when information is missing or changes.
Evaluate before expanding
We agree realistic examples and failure cases for review. Testing examines usefulness, error handling and the path a user takes when something goes wrong. New features are prioritized after the core journey works reliably, keeping the product maintainable and the scope understandable.
How we work together
Clear stages. Shared direction.
Discover
We review your goals, audience, existing assets and dependencies. The brief defines what success means and what needs to be resolved before production.
Shape
We agree the structure, deliverables and review points. You can assess the direction while important choices are still easy to change.
Build
The approved direction becomes a working deliverable. Feedback is gathered against the brief, with functional and presentation checks appropriate to the service.
Refine
We resolve agreed revisions, prepare the final assets and explain the handover. Ongoing support and future improvements can be scoped around your priorities.