HIRE Review™
Independent Human-Consequence Governance Assessment for Consequential AI
HIRE Review™ provides organizations with a structured way to examine how AI outputs or actions behave when they may influence human judgment, reliance, access, opportunity, treatment, or other meaningful outcomes.
Assessment process
Five Executive Stages
- 01
Define
Understand the AI use case, intended role, decision pathway, and people who may be affected.
- 02
Examine
Review selected anonymized outputs, transcripts, screenshots, workflow examples, or synthetic scenarios.
- 03
Evaluate
Assess observable conduct through the HIRE principles and identify recurring human-consequence risks.
- 04
Deliver
Provide a focused findings report with examples, governance observations, and practical recommendations.
- 05
Discuss
Executive findings session to interpret results, priorities, and possible next steps.
Initial scope
A Focused First Engagement
- One AI use case
- Approximately 20–30 anonymized outputs or scenarios
- No live model access required for the initial review
- Conduct-governance assessment
- Findings report
- Executive findings discussion
Assessment scope and pricing are confirmed after an initial discussion.
Initial reviews should use anonymized material. Client material is not used publicly without written permission.
Deliverables
What Organizations May Receive
- Structured findings
- Observed conduct patterns
- Governance considerations
- Improvement opportunities
- Practical recommendations
- Executive findings discussion
HIRE Review™ is not legal advice, certification, an official regulatory audit, or compliance approval.
Executive resource
HIRE Review™ — Executive Brief
A concise executive introduction to HIRE Review™, the human-consequence governance problem it addresses, what the assessment examines, how the review works, and what organizations receive.
The HIRE Review™ question
Did the AI interaction support meaningful human judgment, appropriate treatment, and accountable outcomes?
HIRE examines whether the AI interaction was governed in a way that supports responsible human judgment and helps organizations identify governance gaps before consequences occur.
- Was the AI output appropriate for the context?
- Was relevant uncertainty visible?
- Was important context preserved?
- Could the decision-maker recognize and challenge inappropriate influence?
- Did the AI recommendation create unnecessary anchoring?
- Could the organization understand the pathway from AI output to human outcome?
Engagement flow
How an Engagement Begins
There is no public checkout. Scope and commercial terms follow the initial governance conversation.
Engage
Is HIRE Review™ Relevant to Your AI Use Case?
Start with a conversation about the AI use case, the people who rely on its output, and the people it may affect.