SERVICE A / ASSESSMENT / Public Sector
Assessing AI judgment boundaries in public-sector and administrative workflows
A Service A assessment simulation for internal generative AI, response drafting, legal search, and administrative documents.
This is a fictional case designed to explain Insynergy's assessment approach. It does not describe an actual agency engagement, diagnostic result, or specific public-sector situation.
ASSESSMENT RESULT
Overall score
32
Level 1: Boundary Undefined
AI use has begun, but the judgment boundary is still informal.
AI use is emerging before administrative judgment boundaries, review responsibilities, and evidence rules have been clearly defined.
SCENARIO
Assumed case
- Organization
- Central government agency or large municipality
- Target workflows
- Parliamentary or council response preparation, legal and policy search, administrative document drafting, citizen and business inquiries
- AI use
- Internal generative AI platform, document summarization, response drafting, legal search
- Assessment timing
- Early-stage internal AI expansion
AI USE CASES
Where AI enters the work
Response preparation
AI summarizes past responses and creates draft responses.
Faster preparation and reduced search workload.
Legal and policy search
AI searches and summarizes laws, notifications, and guidelines.
Reduced research time and broader reference coverage.
Administrative documents
AI drafts, summarizes, and structures administrative documents.
Reduced drafting time and improved consistency.
OBSERVED CONCERNS
Concerns after AI enters production work
- It is unclear when an AI draft becomes an organizational position.
- AI summaries may substitute for source legal or policy confirmation.
- Reviewers and approvers for external responses are difficult to trace.
- Input decisions for personal or unpublished information are left to individual staff.
DIAGNOSTIC VIEWS
What the assessment examines
Administrative decision types
Which AI-supported outputs can affect organizational positions or external responses.
Legal and policy confirmation
Whether source text, version, and responsible-office confirmation are required.
Information management
Whether prohibited, restricted, and exception-approved inputs are defined.
Decision Log / Evidence
Whether AI drafts, edits, approvals, and final documents are retained.
FINDINGS
Key findings
Finding
Impact
Finding
Administrative decision areas are not explicit.
Impact
AI drafts may influence organizational positions or formal responses without sufficient review.
Finding
Legal and policy source confirmation is not consistently required.
Impact
AI summaries may become de facto grounds for formal decisions.
Finding
Evidence of human review is weak.
Impact
External accountability and internal learning become difficult.
FROM ASSESSMENT TO IMPLEMENTATION
What Service B implements after assessment.
Service A identifies unclear judgment responsibility and missing evidence. Service B turns those findings into Decision Boundaries, review triggers, Decision Logs, and Boundary Governance.
Priority
Design theme
Deliverable
Priority
High
Design theme
Define AI-excluded administrative decision areas
Deliverable
AI-excluded decision list
Priority
High
Design theme
Design review triggers for external impact and legal interpretation
Deliverable
Review trigger and threshold list
Priority
High
Design theme
Standardize administrative evidence records
Deliverable
Public-sector Decision Log template