AI development
Build AI features around a defined task, your data, and measurable behavior. We plan integrations, evaluate outputs, and design the controls a live product needs.
AI development adds model-based capabilities to a product or internal workflow. We begin with a task that can be described and evaluated, then examine the data, integrations, and human decisions around it. The implementation may involve retrieval, generated content, or an agent that uses approved tools. We treat evaluation, access controls, and failure handling as part of the product. Our founders have built AI coaching experiences and automation for product and engineering teams.
Data preparation, retrieval complexity, tool integrations, evaluation depth, and privacy requirements affect development. Model and infrastructure usage add operating costs.
We begin with a representative task and evaluation before expanding the feature. Data access, quality issues, and integration permissions influence the schedule.
Bring examples of the task, representative data you may use, acceptable and unacceptable outputs, system integrations, and privacy or review requirements.
Selected work
Growing a personal development platform meant rebuilding its frontend, improving mobile checkout and giving the enterprise product room to grow.
FAQ
That depends on the task and the evidence from evaluation. An existing model with suitable context or retrieval may be enough. We compare options against output quality, privacy, latency, and operating cost before committing to a more complex approach.
We agree representative examples and failure cases for the actual task. Evaluation checks the outputs against those expectations, including when the system should decline or ask for help. A model change or workflow change should trigger relevant evaluation again.
It can when the integration and permissions support that scope. We define the allowed actions, the identity used to perform them, and where a person must approve a consequential step. Tool access needs testing as well as the generated response.
Custom web application development for products with real workflows. We build the interface, backend, and integrations, then test the paths your users depend on.
Build your website with responsive pages, a practical editing setup, and tested conversion paths. We account for content, search basics, and release details.
Replace disconnected workarounds with software built for your workflows. We map the rules, connect your systems, and deliver a product your team can maintain.