Timelines vary depending on the scope, complexity and level of clarity at the start. Consulting engagements often begin with a short discovery and planning phase, followed by development in stages. Some projects take a few weeks to plan and validate while larger systems may evolve over several months. The focus is on making steady, well-informed progress rather than rushing into long builds without direction.