AI development projects: what we can help with

What can we take on?

• AI adoption and scoping: identify a useful first step, including when an existing product is a better fit than a custom build.
• Full-stack development: design and deliver applications and integrations with AI-augmented engineering.
• Legacy modernisation: assess and improve an existing system while keeping its live operation in view.

What evidence can you review?

Our public work includes CommentNow, an AI-augmented application delivery project; early LLM editorial automation; and Suiki Agent, an autonomous operations agent with human review before external writes. Each case study explains the scope and our role. Client names and further details can be discussed under NDA where needed.

How would an engagement start?

Tell us the problem, your current system, the outcome you want, and any deadline or constraints. We can start with a free 20-minute conversation. After understanding the scope, we can suggest a focused advisory session or a development engagement. The delivery process and service pages explain how we work; a proposal defines the actual deliverables, timeline, and price.

What does it cost?

The first 20-minute conversation is free. Our AI advisory service lists an introductory rate of £100 per hour for the first session. Development work is scoped and priced after we understand the system and the outcome. We do not quote a fixed build price without that context.

How do we handle quality and risk?

AI assists our engineering work; a person remains accountable for review and delivery. For a live system, we first establish its current behaviour and the operational constraints. We agree on tests, security requirements, and release checks for the particular project before implementation.

See how we use forward-deployed engineering and evidence to make AI-assisted work reviewable.

Where do we work?

SUIKI LIMITED is registered in England and Wales and based in West Yorkshire. We work with UK teams and can support projects involving Japan. Share the locations and languages your project needs when you enquire.