Generative AI development for real product features.

Generative AI development is building software that produces new text, speech, images or code using AI models. In business products it usually means features such as drafting replies, summarising documents, giving feedback or marking answers, built into an existing app with testing and controls.

The best AI model depends on the task, the language, the response speed you need and your budget. We test several models from providers such as OpenAI, Anthropic and Google on your real examples and choose on measured results rather than reputation.

AI can mark structured writing and speaking tasks against a rubric and give useful feedback, but it is not fully reliable on its own. We build AI-assisted marking where a teacher or examiner can review, adjust and approve scores, especially for high-stakes results.

Generative AI costs are controlled by choosing the smallest model that meets quality, caching repeated requests and setting usage limits per user and per day. We also log cost per feature so you can see where spending goes and adjust before it grows.

No, your data is not used to train AI models unless you agree to it. We use business API terms from model providers, which do not train on API inputs by default, and we can keep data in a region you choose where the provider supports it.