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Project Scoping initiates the process, establishing clarity on objectives, requirements, and metrics by defining the problem, desired success outcome, necessary triggers and input data, required software integrations, expected volume, and budget.

Following Project Scoping, the process moves to System Design. This phase establishes and designs the system, roadmap, and proposal by reverse engineering from the desired outcome, breaking down projects into phases for early wins, creating clarifying diagrams, and developing a formal solution proposal and onboarding documentation outlining timelines and deliverables.

Following System Design, the process moves into the Development phase. Here, the solution is built, tested, and debugged step-by-step, with significant focus on error handling. This involves building and testing incrementally to cover major use cases and identify edge cases early, debugging on sample data to refine outcomes, and adding comprehensive three-layer error handlers (Preventative, corrective, and fallback) to manage issues gracefully, particularly with third-party integrations.

Finally, following Development, the process reaches the Deploy, Optimize, and Iterate phase. This is where the solution is deployed, monitored for real-world usage and results, refined based on user feedback, and continuously improved through iterative updates.