AI Integration · Japan
Bringing structure to how your organisation works with automated systems
Three focused engagements covering the parts most organisations handle informally: your data, your deployed models, and your internal rules.
View our workWhat Naze Blend Zone delivers
The groundwork that automated systems actually need
For management
Automated tools are only as reliable as the records they read and the rules they operate under. Naze Blend Zone works on those foundations — the data, the monitoring, and the governance — so that when something goes wrong, you know where to look and who is responsible.
Each engagement produces a written deliverable that stays with your organisation, not a recommendation that disappears when the project ends.
For technical staff
Engagements address specific failure modes: inconsistent training data, undetected accuracy drift in production, and undocumented tool usage creating compliance exposure. Each scope is narrow enough to complete in five to seven weeks with a defined output.
Output formats include open data dictionaries, dashboard specifications with threshold logic, and policy documents sized for your team structure.
How engagements are structured
Defined scope, written outputs, named timelines
Scope
One problem at a time
Each engagement focuses on a single area — data quality, monitoring, or governance — so there is no scope drift and both sides know what is being worked on.
Output
Documents you keep
Every engagement delivers written documentation — dictionaries, dashboards, policies — that your team can read, update, and apply without ongoing reliance on us.
Timeline
Five to seven weeks
Engagements are sized to complete in a fixed period. No open-ended retainers and no ambiguity about when the work is done.
Process
How a typical engagement unfolds
For management
Initial conversation
We discuss your current situation, what systems are in use, and which of the three engagement areas is the right starting point.
Scoping and agreement
Scope is written down before work begins. Both sides agree on what the engagement covers, what it will not cover, and what the deliverable looks like.
Engagement and handover
Work runs for five to seven weeks. At close, the written output is handed over and reviewed together so your team can use it independently.
For technical staff
Data and system review
We examine source systems, field definitions, historical completeness, and any existing documentation — identifying the gaps before deciding what to address.
Implementation with your team
The core work — cleaning, threshold setup, or policy drafting — is done with your staff present. Decisions are explained so the reasoning is retained internally.
Validation and documentation
Output is validated against agreed criteria before handover. Validation rules, thresholds, and procedures are documented in a format your team can maintain.
Measurement
What is measured before and after each engagement
Data Preparation
Duplicate record rate, field completion percentage, and definition conflicts across departments. Measured at intake and again at delivery against the cleaned dataset.
Period: 7 weeks
Model Monitoring
Accuracy against original deployment figures, distribution shift in incoming data, and alert response time. Baseline drawn from current system logs at engagement start.
Period: 5 weeks
Governance Setup
Number of systems in use without documented approval, staff awareness of data handling rules, and completeness of the tool register. Confirmed via brief staff session at close.
Period: 5 weeks
Engagements
Three areas, each its own engagement
Data Preparation
Records your systems can rely on
Addresses duplicates, formatting inconsistencies, historical gaps, and conflicting field definitions across departments. Seven weeks. Delivers a data dictionary and cleaned dataset.
¥40,000 JPY
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Model Monitoring
Ongoing visibility into deployed systems
Establishes monitoring for systems already in production — accuracy drift, distribution shifts, and alert routines. Five weeks. Delivers a dashboard with defined thresholds.
¥36,000 JPY
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Governance Setup
Internal rules for tool use and oversight
Defines approved applications, data handling restrictions, review requirements, and record keeping. Five weeks. Delivers a written policy and staff briefing.
¥30,000 JPY
Learn moreGet in touch
Start with a conversation
If you are not sure which engagement fits your situation, that is a reasonable place to begin. Send a message and we will discuss what you are working with before any commitment is made.
Contact
Send a message
Company information
Legal name
Naze Blend Zone
Address
Funamachiodori 3-5-17
Oita-shi, Oita 870-0021, Japan
Phone
+81 97-534-6218
info@naze-blendzone.com
Website
domain.com