It depends on complexity. A simple web app with basic CRUD operations might take 2-3 months. A complex enterprise application with integrations, custom workflows, and advanced features typically takes 4-6 months for initial release. We prioritize delivering working software early and iterating.

Absolutely. We offer staff augmentation, technical leadership, or full team takeover—whatever fits your needs. We integrate with your processes, tools, and culture.

Security is built in from architecture design through deployment: secure coding practices, dependency scanning, penetration testing, HTTPS everywhere, proper authentication/authorization, data encryption, and regular security updates

Yes. We've migrated monolithic applications, legacy .NET apps, PHP systems, and everything in between to AWS, Azure, and Google Cloud. Migration can be incremental—you don't have to move everything at once.

Yes. We specialize in integrating AI into existing workflows through APIs, microservices, and embedded models. AI doesn't require ripping and replacing your current systems.

All AI systems have error rates—the key is designing appropriate guardrails. We implement confidence thresholds, human-in-the-loop review for critical decisions, monitoring for model drift, and fallback mechanisms when predictions are uncertain.