ZoikoDigital
Human-in-Command Controls

Classification & AI Boundaries

See what ZoikoTime calculates, what approved AI may assist with, what Kairos can explain, and where an authorized person must decide.

Human authority remains controlling · Access decisions are attributable
Deterministic · Policy-bound
Classification TraceVerified

Standard - 8h Active

Rule matched: USA_CA_Overtime_V2

Systems can calculate, flag, retrieve and explain. Authorized people review and decide consequential outcomes.

The direct answer

ZoikoTime keeps time classification deterministic and reviewable. Approved machine-learning functions, where currently authorized, may support anomaly or signal-quality review; they do not make payroll, discipline, misconduct, legal, or other consequential decisions. Kairos retrieves, summarizes, and explains governed data and decides nothing. When a record needs judgment, correction, approval, or escalation, an authorized human remains responsible and the decision history is preserved.

Control Architecture

Three-Lane System Boundaries

Lane 1Current

Deterministic Classification

May

Apply approved policy-bound rules, expose rule trace, show limitations.

Must Not

AI/ML inference, probabilistic judgment, hidden model behavior.

Evidence

Rule trace, policy version, inputs, output.

Explore Deterministic Time Classification ->
Lane 2Under Review

Approved AI Assistance

May

Surface anomaly/signal-quality info to support review.

Must Not

Consequential decision, worker ranking, punitive score.

Evidence

Signal type, purpose, version/status, limitations.

Review AI Governance ->
Lane 3Current

Kairos

May

Retrieve, summarize, explain authorized governed data.

Must Not

Classify, approve, decide payroll/discipline/legal.

Evidence

Sources, freshness, scope, limitations.

Meet Kairos ->
Human Decision Required

Review, correct, approve, reject, escalate and decide within role authority. Consequential authority remains human and role-bound.

Process Pipeline

The Human Authority Lifecycle

1. Capture

System:Saves raw signal input
Human:Governs privacy settings

2. Deterministic Classify

System:Applies math rule tables
Human:Owns and signs policy v3

3. Optional Assist

System:Flags signal-quality spikes
Human:Acks context cues

4. Neutral Review State

System:Freezes state pending action
Human:Claims queue assignment

5. Human Review

System:Presents rule audit traces
Human:Verifies raw vs classified

6. Authorized Decision

System:Logs audit-trail evidence
Human:Commits & signs off record

7. Notify / Reopen

System:Triggers worker receipt mail
Human:Accepts correction disputes

8. Downstream Handoff

System:Transfers final signed ledger
Human:Reconciles corporate payroll
Worker Rights

Visibility, correction, and human escalation

Understand what happened

Clear step-by-step breakdown of how your active hours were translated and categorized under active payroll rules.

Know whether AI was involved

Explicit signaling whenever machine-learning filters assist a manager in verifying context or flagging errors.

Correct facts/context

A transparent mechanism to submit modifications, adjust dates, or log actual physical hours worked.

Add context safely

Provide written notes or activity descriptions directly into the decision trace to clarify ambiguous logs.

Escalate to a person

Request formal human arbitration and override evaluation if system calculations feel mismatched.

See decision history

Trace who approved, modified, or verified your records across all historical reporting cycles.

Audit Readiness

See the proof

Review Queue

RecordStatus
ID: #9902 (Textiles)Needs Review
ID: #9901 (Stoneware)Approved

Classification Trace

Rule ActionResult
Overtime_V2_CACalculated - 2.5h
Core_Standard_DayMatched - 8.0h

Human Decision Record

Authorized PersonLog Action
M. Torres (Admin)Signed off
E. Okonkwo (Manager)Amended Log
Govern Access With Confidence

Give the right people the right access — and prove it

See Classification & AI Boundaries configured for your identity providers, roles, approval workflows, and audit requirements.

30-day trial for eligible plans · Human authority remains controlling · Supported controls & assurances are documented in the Trust Center.