Bespoke AI systems built for your business
When you need more than a skill — customer-facing tools, automated workflows, system integrations — we build, deploy, and maintain the solution through our IDEAS Workflow.
Start the IDEAS process →Four signals that point to a bespoke build
Not every AI project needs custom development. These criteria help determine when a bespoke system is the right approach rather than an AI Enablement engagement.
External users
The tool serves your customers, suppliers, or the public — not just your internal team. They can't be expected to hold Claude licences.
System actions
The solution needs to write data, move files, sync systems, or trigger workflows across multiple platforms — not just analyse and advise.
No standalone value
The AI component only makes sense as part of a larger automated system. No user would invoke it directly — it's a component, not a tool.
Licence cost mismatch
The only Claude use case is this one function, and the seat count is high. A bespoke build with higher upfront cost may be more cost-effective over time.
Four stages. Each one independently valuable.
You don't commit to the whole journey upfront. Each stage validates whether the next stage is worth pursuing. Stop at any point with a useful deliverable.
IDEA Mapping
We map your business processes, identify where AI moves the needle, and produce a prioritised opportunity roadmap with feasibility and ROI estimates for each opportunity.
Proof of Idea
A working prototype of the highest-priority opportunity. Real data, real workflow, real enough to validate the business case — before you invest in a full build.
Build Full Idea
The validated prototype becomes a production-ready system. Proper error handling, security, integrations, user interface, deployment, and documentation.
Maintain
Ongoing hosting, monitoring, updates, and improvement. The system stays current as your business evolves and as AI capabilities advance.
Common product development engagements
Every build is different, but these are the types of systems we deliver most often.
Managed AI Agents
Always-on AI systems that run autonomously — monitoring, processing, responding, and escalating without manual intervention. Deployed to your infrastructure with proper oversight and controls.
Learn about Managed AI Agents →Process Automation
End-to-end workflow automation that moves data between systems, triggers actions, and handles the repetitive processes that consume your team's time. AI-powered where it adds value, conventional automation where it doesn't.
Learn about Process Automation →Sometimes you need both
Some engagements span both services. The skill is built first as an Enablement engagement — delivering immediate value your team can use. The automation layer wraps it later as a separate Product Development project.
This phased approach means you get value quickly while the larger system is being built, and the skill becomes the intelligence layer inside the bespoke system via Claude API.
Worked example: Legal email filing
Your business can now afford to build its own software
Two years ago, a custom quoting tool or an automated client workflow meant a six-figure project, a dedicated dev team, and months of delivery. That was fine for enterprises with IT departments. For a 10–50 person business, it was simply out of reach.
AI has changed the economics fundamentally. McKinsey's research found that developers complete coding tasks up to twice as fast with AI tooling. The average cost of integrating an AI solution for an SME has dropped roughly 80% since 2023. And 62% of SMEs that adopted AI tools reported significant productivity improvements within six months.
The practical result: the quoting engine, the automated workflow, the customer-facing tool you always wanted but couldn't justify — it's now buildable, at your scale, on your budget. That's what Product Development is for.
Sources: McKinsey — Unleashing Developer Productivity with Generative AI, SmartDev — True Cost of Generative AI for SMEs
Frequently asked questions
Everything you need to know about Product Development.
Got a system in mind?
Tell us what you're trying to achieve. We'll tell you whether it's an Enablement engagement, a Product Development project, or both.
Start the IDEAS process →