While the promise of a single, monolithic model that solves all denial issues at once is attractive, a more pragmatic and effective path often begins with focusing on high-impact, well-scoped use cases. These targeted applications are not only easier to audit and validate, but they also yield insights that can be generalized and scaled over time. Ultimately, this modular approach, leveraging tailored AI tools that align with healthcare's complex documentation and compliance environment, offers a more reliable and sustainable path to reducing denials, strengthening financial outcomes, and most importantly, protecting the patient experience. By preventing avoidable billing errors and ensuring timely access to authorized care, such systems can reduce unnecessary stress and confusion for patients, helping preserve the trust and continuity that are foundational to quality healthcare.