About us
Kinsugi sits where vibe coding and LLM-generated code need a stronger foundation. When prototypes stop progressing or AI-written code fails to work as intended, our tested building blocks help reduce repeated fixes and get projects moving again. Our platform and consultancy support you from the outset or step in when things go wrong: we build for you, work with you and equip your team to do it yourself.
From AI-generated code to dependable business software.
AI has accelerated code creation. Businesses still need to turn that output into software they can depend on.
The remaining work includes defining requirements, integrating systems, checking behaviour and correcting failures. That work determines how much of AI's promised productivity reaches the business.
Kinsugi is designed to reduce that burden. It combines consultancy, reusable software modules that have passed defined checks with persistent project context, automated validation and explicit approval points. Teams can focus their engineering effort on the requirements and integrations that make their business different.
Our proposition is straightforward: reduce avoidable rework and make the path from business need to dependable software more controlled and reviewable.
Why we built Kinsugi
AI models such as Claude and GPT write text one piece at a time by probability, and the same request can give a different answer on each run. Kinsugi uses these models and gives them a declared shape and structure to build from and compare against. The results are predictable, and the architecture scales.
What does an AI model compare its work against?
Kinsugi removes the need to repeatedly input the same context and rules, enabling projects to scale across thousands of files with whichever AI model you choose.
What Kinsugi does
Kinsugi helps businesses build custom software from pre-tested building blocks. You describe a problem to Gain, its AI assistant; the platform assembles a solution from reusable modules; your team sets the rules and approves what goes live. Approvals, checks and recorded decisions are built into the work, with your people in charge of the decisions that matter.
Reduce manual work. Keep control. Your infrastructure. Your data boundaries. Your accounts. Your policies. Your governance. The relay works inside your own systems, and your people approve what goes live.
We do it for you. We do it with you. You do it for yourself.
The balance changes as your team gains time, confidence and ownership. We agree responsibilities, approvals and the handover at the start of each engagement.
We do it for you
We review the operating model, customer journey, data and delivery constraints. Together we choose a business problem worth solving, establish the baseline and make the commercial case. Where delivery support is needed, our consultants and AI engineers can help scope and build a controlled first pilot. Your leaders approve the objectives, data access and decisions that affect the business.
What you get:A prioritised opportunity, an agreed success measure, a delivery scope and evidence for a go, revise or stop decision.
We do it with you
Our team works alongside your commercial, product, engineering and risk owners. We connect the solution to your systems, apply your permissions and approval steps, and test it in the real workflow. Your people review the build, learn the method and help decide what is ready for wider use.
What you get:A shared delivery plan, documented decisions and checks, a measured result and a practical handover plan.
You do it for yourself
Your team leads the next use cases and extends what has been built. Kinsugi provides a way to define the work, reuse suitable modules and inspect checks as changes are made. We can remain available for specialist consulting or engineering support when you need it.
What you get:Clear ownership, reusable components and a team better able to improve the solution after launch.
Measurable business value
RevenueGrow revenue through more relevant buying journeys, faster quotes and new services.
الخدمةImprove service by connecting information and helping teams respond sooner.
EfficiencyIncrease efficiency by reducing repeat work and handoffs, with exceptions routed for approval.
الأصل
شقوقٌ أُعيد وصلها بالذهب.
Kintsugi is the Japanese art of repairing broken pottery. Each fracture is joined with lacquer dusted in powdered gold, left visible and made load-bearing. Kinsugi reads enterprise software the same way. Composed deliberately, the seams between systems are where the structure gets stronger.