Services / AI features
AI Feature Integration
AI that does a real job in your product, with costs and failure cases handled.
For: Products that want AI to save users real work, not a chatbot bolted on for the pitch deck.
The problem
AI features are easy to demo and expensive to run. Without rate limits, caching and fallbacks they get slow, costly and unpredictable.
The approach
We pick the one task where AI clearly helps, use deterministic logic wherever it's enough, and wrap model calls with rate limits, caching, structured outputs and fallbacks.
What’s included
- Use-case scoping
- Model and provider choice
- Structured outputs and validation
- Rate limiting and caching
- Streaming responses in the UI
- Cost and quality monitoring
Typical stack
GeminiOpenAISpring BootKotlinTypeScript
Proof
Shipped work that uses this
Whichever fits the task and budget: Gemini, OpenAI or Anthropic. The code keeps the provider swappable.
Let's talk about your project.
Share a few details and you'll get a reply within 24 hours: honest advice, a rough range, and the next step.