Question 1

Do you build AI chatbot agencies or wrappers?

Accepted Answer

No. We build software products and features. AI is used where it accelerates engineering or a real workflow. We do not sell an AI wrapper as a substitute for an application.

Question 2

Will AI automatically create production-ready software?

Accepted Answer

No. AI can accelerate prototyping, code generation, research, refactoring, tests and documentation. Humans remain responsible for architecture, requirements, security, review, testing, integrations and deployment.

Question 3

Which AI models and providers do you work with?

Accepted Answer

We integrate OpenAI (GPT models), Google Gemini, and Anthropic Claude when they fit the use case. The choice depends on cost, latency, context window, and accuracy for the specific task. We design applications so switching providers does not require a rewrite.

Question 4

How do you control AI costs in production?

Accepted Answer

Input and output token limits, caching where applicable, rate limiting per user or tenant, and monitoring spend by feature. We also implement fallback paths so the application remains usable if model API budgets are exhausted.