You will get EU AI Act-Aligned AI Operations Assessment and Action Plan
Rising Talent
Project details
This service provides an operational assessment of how AI is currently used within your business or team, using the EU AI Act as a reference framework.
I review the selected AI-assisted workflow, including the tools involved, human oversight, approval responsibilities, documentation, traceability, stop conditions, and areas where AI output may be treated as a substitute for human judgment.
Depending on the selected package, you will receive an initial assessment, a workflow-level improvement plan, or direct support implementing and testing operational controls.
My approach is based on published independent research into AI behavior, workflow stability, human oversight, and operational control. The goal is not simply to produce a compliance checklist, but to identify how AI is actually being used and provide practical improvements that can be applied to daily operations.
This service is an operational readiness assessment. It does not constitute legal advice, legal certification, or a guarantee of regulatory compliance. Final legal interpretation should be reviewed by qualified legal counsel.
I review the selected AI-assisted workflow, including the tools involved, human oversight, approval responsibilities, documentation, traceability, stop conditions, and areas where AI output may be treated as a substitute for human judgment.
Depending on the selected package, you will receive an initial assessment, a workflow-level improvement plan, or direct support implementing and testing operational controls.
My approach is based on published independent research into AI behavior, workflow stability, human oversight, and operational control. The goal is not simply to produce a compliance checklist, but to identify how AI is actually being used and provide practical improvements that can be applied to daily operations.
This service is an operational readiness assessment. It does not constitute legal advice, legal certification, or a guarantee of regulatory compliance. Final legal interpretation should be reviewed by qualified legal counsel.
Language
English, JapaneseBusiness Type
Small BusinessPlan Format
PDFWhat's included
| Service Tiers |
Starter
$150
|
Standard
$500
|
Advanced
$1,000
|
|---|---|---|---|
| Delivery Time | 2 days | 7 days | 30 days |
Executive Summary | |||
Company Description | - | ||
Industry & Competitor Analysis | - | - | - |
SWOT Analysis | - | - | - |
Customer Analysis | - | - | - |
Tailored Marketing Plan | - | - | - |
Review & Critique | |||
Financial Forecast | - | - | - |
Investor List | - | - | - |
Outreach Email Copy | - | - | - |
Frequently asked questions
About Masaki
AI Tuning Planner | Ethics Architect | Bias Framework Originator
Tokyo, Japan - 6:27 am local time
I help organizations diagnose, structure, and control generative AI workflows using evidence-based AI tuning and operational design.
My work goes beyond generic prompt optimization. I analyze externally observable AI behavior, including template drift, condition replacement, gap filling, output reconstruction, validation gaps, and workflow-level risks that can remain hidden behind polished or apparently stable outputs.
I am the original author of Open Bias Architecture (OBA), the Stability Substitution Effect (SSE), Operational SSE, Template Absorption, and related AI workflow-control frameworks. These concepts are supported by comparative observations, structured checklists, heatmaps, workflow records, and DOI-registered publications.
When you work with me, the published research is not being interpreted by a third-party consultant. It is applied directly by the author who developed the theory, observation methods, and operational workflows.
My public research is available through SSRN, Zenodo, Figshare, and ORCID. Within approximately six months of joining SSRN, I reached the top 12% overall author rank independently, without institutional affiliation, research funding, co-authors, or academic supervision.
How I Can Help
Diagnose AI output drift and recurring failure patterns
Identify hidden template absorption, condition replacement, and unsupported gap filling
Review prompts, system instructions, outputs, and existing workflows
Distinguish output stability from actual accuracy or operational control
Design validation criteria, stopping conditions, return paths, and rollback procedures
Improve consistency while preserving company-specific requirements
Integrate internal knowledge, brand tone, manuals, and OJT materials into practical AI use
Reduce rework caused by vague instructions, unstable outputs, or unclear responsibility
Create internal AI usage rules, review checklists, and operational documentation
Support AI governance and EU AI Act readiness from an operational perspective
Typical Deliverables
AI workflow diagnostic report
Output-drift and failure-pattern analysis
Prompt and instruction-structure review
Risk and responsibility map
Revised AI operational workflow
Validation and human-review checklist
Stop, return, correction, and re-verification criteria
Prioritized implementation action plan
My Approach
I first review the intended use case, current workflow, prompts, sample outputs, and existing review process. I then compare the intended conditions with the actual outputs, identify where structural drift begins, and redesign the workflow around explicit validation and control points.
The objective is not simply to produce better-looking AI outputs. It is to create an operational structure in which outputs can be reviewed, corrected, stopped, and used responsibly within the organization’s actual business environment.
If your AI outputs look polished but remain inconsistent, template-driven, difficult to verify, or expensive to correct, I can help identify the structural cause and convert it into a practical improvement plan.
ORCID: 0009-0000-1089-1730
Steps for completing your project
After purchasing the project, send requirements so Masaki can start the project.
Delivery time starts when Masaki receives requirements from you.
Masaki works on your project following the steps below.
Revisions may occur after the delivery date.
Initial AI Operations Review
Review the client’s AI use case, workflow, tools, responsibilities, and existing controls. Confirm the assessment scope and identify any missing information.
Interview and Workflow Assessment
Conduct the interview, map the current AI-assisted workflow, and review human oversight, documentation, traceability, approval, and stop conditions.