React Native or Flutter in 2026? A practical guide
Both are excellent. The right choice depends on your team, your product and your roadmap — not hype.
Adding a chatbot to your product takes an afternoon. Making it reliable enough that customers depend on it is a different job entirely.
Start with evaluations, not prompts
Before we tune a single prompt, we build a test set of real questions and the answers we expect. Every change is measured against it. Without evaluations, you are guessing.
Ground every answer
Retrieval-augmented generation lets the model answer from your data instead of its memory. We show sources next to every answer so users can verify them.
Design for being wrong
Even the best systems make mistakes. Good AI UX makes uncertainty visible, offers a way to correct the answer and keeps a human in the loop for important actions.
Watch cost and latency
Caching, smaller models for simple tasks and streaming responses keep AI features fast and affordable as usage grows.