AI features for existing products
Add knowledge search, document processing, assistance, or guided actions to an application your team already runs. We connect the feature to its users, data, permissions, and workflows.
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The engineering studio
Build what the application needs next.
We work with product and technology leaders who need AI capabilities and the systems behind them to work together.
What we build
Three ways we can help.
New software platforms and AI systems
Build a focused software platform or AI system around a specific task, from the interface and core behavior to the backend and deployment. Begin with a useful workflow, then develop it as you learn from real use.
Backend systems and integrations
Build the APIs, data flows, access controls, and connections to other systems that an application depends on. Support a new product or strengthen an existing platform.
How we work
Start with the task. Then design the system.
A practical starting point
We look at what users need to do, what information is available, and which systems the application must work with. Together, we define a focused first scope and how to judge whether it works. Then we build in working increments, including the controls and failure paths the feature needs.
Questions & answers
What to expect.
Can you work within an existing product?
Yes. We begin with the current user flow, codebase, data, and permissions. Then we define how the new capability fits the product and its release process.
Do you take on backend work that does not involve AI?
Yes. We work on APIs, data flows, access controls, service integrations, and reliability for existing or new applications. AI is part of the scope when it solves a specific task.
How do you decide if AI belongs in the solution?
We start with the task and how success will be judged. We look at the available data, the cost of errors, and where a person needs to review or control the result. That tells us where AI is useful and where application logic is enough.
Can you work alongside our internal team?
Yes. We agree on responsibilities, system boundaries, and review points before development so the work fits your team's product decisions and engineering process.
How do you estimate cost and timeline?
We review the workflow, existing systems, data, and constraints before estimating. Then we propose a defined first phase with a scope, timeline, and cost estimate.
What happens after launch?
We can scope monitoring, fixes, refinements, and new features. We agree on handoff and any ongoing support as part of the engagement.