The market for AI coding assistants is large and growing rapidly. While an MVP might be feasible within 2-4 weeks, leveraging advanced models and ensuring robust performance could take longer. Competition exists, but a free and capable desktop alternative could carve out a niche. Localization is not a significant factor as coding is global, and the software can be used anywhere.