For smaller businesses
An AI system your business can run — or a prototype your customers can trust.
We build the specific solution the business needs. We also help founders who already have a vibe-coded prototype make it reliable, secure, and ready to sell.
Who this is for
Founders and smaller teams who need a working system, or a prototype made fit for customers. A scoped piece of work, not a subscription.
A job of work that needs a system
You run a smaller business. Something important is still manual, slow, or stuck in a spreadsheet, and a subscription tool is not the answer.
A prototype that is not a product yet
You have already built something. It works for you. It is not yet reliable, secure, or clear enough that a customer should depend on it.
No in-house AI team
You want one experienced person to design and build with you, then hand the result over.
Two ways we help
Some businesses need a system built from the problem. Others already have a prototype and need it made ready for customers.
Build it
You have a business problem. We design and ship a system your team or your customers use.
- We start from the job of work, not a product menu.
- The system is built for your team or your customers, in your context.
- You finish with something running, and a clear sense of what done looks like.
Make it ready for market
You already have a vibe-coded prototype. We deal with the gap between a demo and something you can charge for.
- How the prototype is put together, and what will break when real customers use it.
- Security, and how customer data is handled.
- Reliability, and a path from the demo to something you can sell.
What working together looks like
You agree the first build. You do not sign up to a monthly product.
Step 1
A conversation
We look at the problem, or at the prototype you already have. The aim is to see whether there is a first build worth doing.
Step 2
An agreed first build
We name the system, what done looks like, and how you will know it is working. You commit to that scope, not to a subscription.
Step 3
Something you can run
You leave with a system your team can use, or a prototype customers can rely on. We stay available after handover.
Work you can point to
Smaller businesses we have worked with.
World Class Manager
Years of course feedback were locked in Moodle. We built an assistant that lets the team ask a plain-English question and get an answer — in text, charts, or tables — in under 20 seconds. 150+ courses. 55k+ responses.
Read the case studySignal Bizhub
An AI-driven survey became a business performance tracker for members. Emma Selby, Founder & CEO, said Gareth’s knowledge and experience of AI is extremely impressive.
Surrey Choices
An SME we helped on their project. Keith Chandler, Chief Finance and Resources Officer, said Gareth’s expertise and dedication added real value, and that he would not hesitate to work with him again.
Built by someone who ships commercial AI
- Gareth Davies leads this work. He is also CTO of Cloudapps, an AI revenue-intelligence company.
- Cloudapps is a separate business. Neural Aspect does not sell it.
- Smaller businesses get the same production standard used to ship commercial AI.
Frequently Asked Questions
Founders and smaller businesses who need an AI system built for a real job of work, or who already have a vibe-coded prototype that is not yet something a customer should depend on.
The specific system the business needs. Recent work includes an assistant that answers plain-English questions over World Class Manager's course feedback, an AI-driven survey that became a business performance tracker for Signal Bizhub members, and hands-on project help for Surrey Choices.
With a scoped conversation about the problem or the prototype. There is no subscription menu. We agree the first build, what done looks like, and how you will know it is working.
The Strategic Diagnostic is for leadership teams in £50–500m businesses who need forecasting, pipeline clarity, and a pilot they can take to the board. This offer is for smaller teams who need a working system, or a prototype made ready to sell.
Ready to talk about the build?
Book a conversation about the system you need, or the prototype you want customers to rely on.