SERVICE A / ASSESSMENT / Professional Services
Assessing the boundary between AI drafts and expert judgment in professional services
A Service A assessment simulation for research, proposal creation, contract review, and client-facing deliverables.
This is a fictional case designed to explain Insynergy's assessment approach. It does not describe an actual client engagement, diagnostic result, or specific company situation.
ASSESSMENT RESULT
Overall score
33
Level 2: Boundary Informal
AI use has begun, but the judgment boundary is still informal.
AI use is spreading through professional workflows, but the boundary between AI support and expert judgment remains informal.
SCENARIO
Assumed case
- Organization
- Professional services firm
- Target workflows
- Research, proposal creation, contract and policy review, client-facing deliverable drafting
- AI use
- Research support, proposal drafting, contract review support, deliverable drafting
- Assessment timing
- After team-level AI adoption begins
AI USE CASES
Where AI enters the work
Research
AI gathers, summarizes, and structures research findings.
Reduced research time and broader issue coverage.
Proposal creation
AI creates outlines, draft copy, and comparison tables.
Faster proposal preparation and more reusable structure.
Contract and policy review
AI suggests issue candidates and summarizes relevant clauses.
Reduced first-pass review time.
OBSERVED CONCERNS
Concerns after AI enters production work
- It is unclear when AI-generated analysis becomes professional advice.
- AI may miss contract or policy issues that humans then fail to review.
- AI use in client-facing deliverables is not retained as evidence.
- Client confidential information input decisions are left to project teams.
DIAGNOSTIC VIEWS
What the assessment examines
Professional judgment types
Where AI output can affect client advice, legal impact, or financial impact.
Client deliverable review
Whether source, assumption, client-condition, and caveat checks are required.
Confidentiality and contract conditions
Whether client consent, restricted inputs, and external AI-use rules are defined.
Decision Log / Evidence
Whether AI drafts, references, edits, final deliverables, and approvers are retained.
FINDINGS
Key findings
Finding
Impact
Finding
Professional judgments where AI must not decide are not explicit.
Impact
AI-generated analysis may be treated as expert opinion without sufficient human judgment.
Finding
Review triggers for client submission and legal or financial impact are insufficient.
Impact
Important deliverables may be handled through project-by-project judgment.
Finding
AI draft and final deliverable differences are not recorded.
Impact
Quality issues, client questions, and improvement opportunities are harder to explain.
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 professional judgment Decision Boundaries
Deliverable
Professional judgment Decision Boundary™ design
Priority
High
Design theme
Design review triggers for client-facing deliverables
Deliverable
Review trigger and threshold list
Priority
High
Design theme
Standardize AI evidence for client deliverables
Deliverable
Decision Log template