Structured context
Documents, tickets, conversations and legacy code, turned into a single source of truth your whole team can work from.
AI-native software analysis Enterprise software analysis,
Enterprise software analysis,
rebuilt with AI.
Give us your context: documents, tickets, stakeholders, legacy code. Our agents turn it into story maps, feature files and working prototypes your developers can build from.
Trusted by
Most analysis work still moves the way it did ten years ago.
A backlog of business ideas that only grows. Apps, features, modernisations.
Teams that are misaligned. Stakeholders who see it differently.
Analysts circling between them, chasing decisions and turning chaos into structure.
By the time a brief reaches a developer, it has already cost more than it should.
What we do 
Our AI agents led by our developers
The AI-native way to run enterprise software analysis.
You provide the context. Our agents turn it into artefacts your developers can build from, in days, not quarters.
What you provide
- Documents & process docs
- Tickets & backlogs
- Stakeholder conversations
- Legacy code
What developers build from
- Story maps
- Feature files
- Working prototypes
- A buildable brief
What we deliver Everything a developer needs
Everything a developer needs
to start building.
Concrete artefacts that move a business idea into production. Not a slide deck.
Story maps
The shape of the work, made visible. Stakeholders see the same picture and align before a line of code is written.
Feature files
Behaviour specified precisely, in language both your business and your developers can read and trust.
Working prototypes
Real, reusable code, not throwaway mockups, that teams react to early. Led by our developers, ready for yours.
How it works
Three structured steps.
From a backlog of ideas to a brief your developers can build from.
- Build context
Share everything you have.
Documents, tickets, conversations, legacy code. Our agents turn it into structured context your whole team can work from. One source of truth, not twelve.
- Rapid prototyping
Build something teams can react to.
We use that context to produce real, reusable code, led by our developers. This is where alignment happens: before development, not after. Stakeholders see it, rather than imagine it.
- Brief
Deliver something buildable.
Story maps, feature files, prototypes: everything a developer needs to start. From here, our team or yours takes it to production with confidence.
AI-native by default
We work where your team already works.
Frontier models do the heavy lifting; the tools your teams already trust hold the work. No rip-and-replace. We meet your stack and bring it forward.
Client reviews
What our clients say.
Teams who rebuilt their analysis around frontier AI, in their words.
After one day, we had a prototype I felt confident taking to the business. That was my wow moment. Afterwards, the only question left was how to build this into the way we work.
Product Owner Baloise · Insurance
Read the case
We had a clear idea for a platform, but no requirements to build on yet. A few weeks later we had them, along with a prototype we could show people. That made the conversations that followed a lot more concrete.
Dirk Cassiers Co-Founder · StoryMachine
Read the case
FAQ
The questions teams ask first.
What do you need from us to start?
Whatever you already have: documents, tickets, conversations, even legacy code. You do not need to tidy it first. Turning that context into a structured single source of truth is the first thing we do.
How is this different from a normal analysis process?
Alignment happens before development, not after. Instead of circling between stakeholders for weeks, we build something real for teams to react to early, so disagreements surface against a working artefact, not a document.
Who writes the code, you or us?
Our developers lead the prototyping, producing real, reusable code rather than throwaway mockups. From the brief onward, your team or ours can take it to production. Many of our clients’ developers go on to work AI-native themselves.
What do we actually get at the end?
Story maps, feature files and working prototypes: everything a developer needs to start building. A brief that has already done the hard thinking.
Do we have to change our tools?
No. We work where your team already works. The frontier models do the heavy lifting while the tools you already trust hold the work. No rip-and-replace.
Is this only for greenfield projects?
No. Apps, new features and modernisations of existing systems are all in scope. The backlog of business ideas that only grows is exactly what we are built for.
Get in touch
Turn your backlog into buildable briefs.
Tell us what you are trying to ship. We will show you what AI-native analysis looks like for your team.
- A response, usually within one business day
- No obligation, just a focused conversation about your context
- Direct access to the people who do the work