accountability-patterns

AI Accountability Matrix

Use this template to define who is accountable for an AI system, what decisions they own, and how users or operators can challenge or escalate outcomes.

1. System Metadata

Field	Value
System / model name	`[TBD]`
Version	`[TBD]`
Use case	`[TBD]`
Risk tier	`[low / medium / high]`
Environment	`[development / staging / production]`
Review date	`[TBD]`

2. Named Ownership

Role	Named owner	Accountable for	Backup owner
Business owner	`[TBD]`	user/business outcome, acceptable use, benefit-risk tradeoff	`[TBD]`
Technical owner	`[TBD]`	model behavior, technical validation, system reliability	`[TBD]`
Data owner	`[TBD]`	data quality, lineage, retention, permitted use	`[TBD]`
Risk / governance owner	`[TBD]`	risk controls, policy adherence, escalation rules	`[TBD]`
Operations owner	`[TBD]`	monitoring, incident handling, runbook execution	`[TBD]`

3. Decision Rights

Decision	Decision owner	Required evidence	Escalation trigger
Approve development start	`[TBD]`	intake form, initial risk screen	unclear owner or high-risk use case
Approve staging release	`[TBD]`	validation report, model card draft, risk assessment	failed required gate
Approve production release	`[TBD]`	release gate review, monitoring plan, rollback plan	unresolved high-impact risk
Override AI output	`[TBD]`	reason code, human review note	repeated overrides or high-risk case
Retire or suspend system	`[TBD]`	monitoring evidence, incident record, business need review	severe incident or sustained degradation

4. Human Oversight and Escalation

Trigger	Required human action	Owner	SLA	Evidence retained
Low confidence	`[review / approve / reject]`	`[TBD]`	`[TBD]`	`[TBD]`
High-risk output	`[TBD]`	`[TBD]`	`[TBD]`	`[TBD]`
User appeal	`[TBD]`	`[TBD]`	`[TBD]`	`[TBD]`
Safety, privacy, legal, or fairness concern	`[TBD]`	`[TBD]`	`[TBD]`	`[TBD]`

5. Redress and Appeal Pathway

Step	Description	Owner	Target time
Intake	affected user or operator submits challenge	`[TBD]`	`[TBD]`
Triage	classify severity and assign reviewer	`[TBD]`	`[TBD]`
Review	human reviews evidence and system output	`[TBD]`	`[TBD]`
Decision	uphold, correct, reverse, or escalate	`[TBD]`	`[TBD]`
Feedback loop	update controls, training, UX, or monitoring if needed	`[TBD]`	`[TBD]`

6. Audit Trail Requirements

Minimum records to retain:

system and model version
input summary or reference ID
output summary
confidence or quality signal
decision owner
override or appeal decision
reviewer name or role
timestamp
final outcome
control update, if any

7. Accountability Review

Review question	Answer
Is every high-impact decision assigned to a named owner?	`[TBD]`
Is there a documented override path?	`[TBD]`
Is there a documented appeal path?	`[TBD]`
Are escalation SLAs defined?	`[TBD]`
Are audit records sufficient to reconstruct a decision?	`[TBD]`
Are unresolved accountability gaps tracked as risks?	`[TBD]`

8. Open Accountability Gaps

Gap	Severity	Owner	Required action	Due date
`[TBD]`	`[low/medium/high]`	`[TBD]`	`[TBD]`	`[TBD]`

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