Implementation case study
One predictable processing step inside a seven-step professional workflow.
RY Systems redesigned a repetitive preparation step while preserving professional review, analysis, validation, and judgment.
Software handled the repetitive preparation. Professional review, analysis, and judgment remained with the tax professional.
Comparison of one predictable processing step before and after the Reason Y implementation, within a seven-step professional workflow. Before: fragmented files and unstructured data required manual sorting, repeated handling, and professional time spent on administrative preparation, producing inconsistent, difficult-to-review packages. This step took three hours. After: fragmented records became a consistent, organized, review-ready package, with predictable processing handled by software and professional time focused on analysis, judgment, and validation. This step took five minutes, a 97 percent reduction. Professional review remained part of the workflow. The redesigned step did not use AI.
Before and After
One predictable processing step within a seven-step professional workflow
Fragmented and time-consuming
3 hours
5 minutes
97% faster
Controlled and review-ready
The preparation bottleneck
The original process required substantial manual preparation, repeated analysis, correction, validation, and professional review.
Achieving the intended result required repeated passes, correction, validation, and rework.
The problem was not simply time. The workflow depended too heavily on manual preparation and individual effort.
The workflow’s job was preparation. The professional’s job was judgment.
The system behind the customer experience
The complete system included customer input, workflow logic, controlled processing, professional review, and review-ready output.
Qualification, estimation, onboarding, and records submission.
Engagement management, document processing, structured data, validation, and administrative controls.
Prepared records, review workflow, human judgment, and final professional work.
What changed
RY Systems designed a controlled seven step workflow: Education → Qualification → Financial Estimation → Onboarding → Records Collection → Structured Processing → Professional Review.
Across the seven steps, the workflow collected records from the company, structured and validated the underlying data, and organized it by document type and year. Nothing about eligibility, credit calculation, or final determination was left to the software.
The program demonstrated the implementation discipline that RY Systems now applies to other business problems. The proof is not that AI was used. The proof is that the program used the right system for the work.
Why controlled software was the right technology
No AI was used for this redesigned processing step. The work was predictable, rule-based, and required consistency rather than open-ended reasoning. Controlled software produced the better result.
The tax professional retained responsibility for analysis, validation, judgment, and client work.
Verified operational outcomes
With the relevant records already organized and assembled for professional review, the tax professional needed approximately 30 minutes to prepare for the prospect conversation. This reflects one engagement; actual preparation time will vary with the size and complexity of the records involved.
The redesigned process created additional professional capacity that could be directed toward higher-value work. This reflects one engagement; results will vary with the workflow and organization involved.
Security and governance
The program operated under defined controls for access, permissions, encrypted storage and transmission, and human review. The Cyber Program is based on NIST and ISO standards.
The Cyber Program documents define required controls and governance expectations. They do not, by themselves, prove that every control was implemented, tested, or independently audited during the case-study period.
Why the model still matters
The specific tax-credit recovery window closed, but the underlying operational problem is common: fragmented information, repetitive preparation, manual handoffs, and professional review.
RY Systems applies the same implementation discipline to other workflows, AI systems, agents, and operational processes.
Reason Y provided the secure workflow infrastructure for the R&D Tax Credit Recovery Program. RY Systems designed, implemented, and operated the system built on that infrastructure. The program demonstrated the implementation discipline that RY Systems now applies to other business problems.
RY Systems can help determine whether the right solution is workflow redesign, software, automation, AI, an agent, or a broader systems implementation.
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