Integrating AI features
Generative and semantic capabilities such as text suggestions, summaries, classification and search, embedded seamlessly into Angular and React applications.
// AI in the frontend
Large language models only pay off once there is a good interface around them. As a specialist for AI in the frontend, I help you bring generative features into your web application in a way that is useful, secure and genuinely pleasant to use, from the first idea through to production.
// Offering
From integrating a single AI feature to a well thought-out assistant application, as consulting, implementation or training.
Generative and semantic capabilities such as text suggestions, summaries, classification and search, embedded seamlessly into Angular and React applications.
Conversational interfaces with streaming responses, tool calling and a clear UX, including state, error and cancellation handling.
Retrieval-augmented generation across your own data: connecting vector search and backends, with Spring AI among others.
Bringing copilots and agents into the development workflow where they help, for more productivity without losing control.
Prompt injection, data leakage, GDPR, cost control and sensible guardrails, designed in from the start rather than bolted on later.
Latency and loading behaviour, fault tolerance, accessibility as well as monitoring and observability of AI features in production.
// Approach
Pragmatic and outcome-driven, with early insight instead of months of upfront planning.
Together we sharpen the use case and clarify the data situation, the model options and the constraints (data protection, cost, operations).
A lean prototype shows early on what will hold up, including a realistic assessment of quality, latency and cost.
Clean integration into frontend and backend: robust interfaces, streaming, error handling and a convincing UX.
Guardrails, observability and tests make the result dependable. On request I train your team so they can carry on building themselves.
// Tooling
Chosen vendor-neutrally, to fit your requirements, your data protection needs and your existing stack.
// Why me
AI features rarely fail because of the model. They fail on integration, UX, operations and security. That is exactly where I come in.
Get in touch, no strings attached// Contact
A project, a training request, an AI initiative in the frontend or an independent second opinion? Drop me a line and I’ll get back to you shortly.