What data does Industrial IQ need?

Industrial IQ works from CSV exports. Required fields vary by engine, and the docs list minimum viable uploads plus best uploads.

Are ROI results final financial outcomes?

No. ROI pages label benchmark, estimate, assumption, limitation, and customer-specific diagnostic requirements.

Does Industrial IQ write back to ERP?

No. Industrial IQ creates evidence-backed diagnostics, reports, actions, and governance review without ERP write-back.

GovernanceMind AI Documentation | Evidence Review Data

Engine-to-Value Map

GovernanceMind AI turns source data into reportable value.

InputFinding Id, Finding Type + Confidence, Business Impact, Review Status, Reviewer, Source Record

DiagnosticEvidence traceability, confidence tiers, human review, audit log, action owner, no ERP write-back, and responsible AI controls.

OutputGovernance readiness score, evidence table, confidence tiers, report, actions, and score history.

ValueReviewer assignment, stale review escalation, false-positive control, confidence movement, and governance export. Governance learning loop showing accepted/rejected patterns and confidence calibration over time.

Engine operating brief

How this diagnostic works for a decision owner.

Readiness label	Requires scoped enterprise review
Business problem	Evidence traceability, review-level assignment, owner approval, auditability, and no-write-back governance.
Buyer role	CISO, CIO, Audit, Governance, and Transformation leaders
Trigger event	Audit trail requirement, confidence-tier review, human approval control, responsible AI governance, or no-write-back assurance.
Core source export	Finding Id, Finding Type
Optional fields	Confidence, Business Impact, Review Status, Reviewer, Source Record, Action Owner, Decision Reason, Action Due Date, Created At, Site
Upload workflow	Upload -> Validate -> Analyze -> Evidence -> Score -> Report -> Action -> Repeat
Column mapping	Industrial IQ profiles source-fit, suggests field matches, asks the user to normalize unmapped required fields, then recalculates mapping readiness before the engine runs.
Evidence generated	Source-backed evidence rows, reason codes, confidence tiers, review status, assumptions, limitations, and action-owner context.
Score output	Governance readiness score
Report output	GovernanceMind AI Governance Review Report
Confidence tiers	High-confidence findings can move to review; weak or unsafe matches stay in human-review queues.
Recurring use case	Monthly or quarterly re-uploads create score history, action progress, planning comparison, and renewal value reporting.

Required fields

Minimum viable fields and engine-specific context.

Engine	Required Data File	Required Fields	Optional Fields	Output Generated	Minimum Viable Upload	Engine-Specific Context
GovernanceMind AI	Findings export	Finding Id, Finding Type	Confidence, Business Impact, Review Status, Reviewer, Source Record, Action Owner, Decision Reason, Action Due Date	Governance readiness score, evidence, report, actions, score history	Finding Id, Finding Type	Confidence, Business Impact, Review Status, Reviewer, Source Record, Action Owner, Decision Reason, Action Due Date

Diagnostic logic

What this engine analyzes.

Evidence traceability, confidence tiers, human review, audit log, action owner, no ERP write-back, and responsible AI controls.
Accept/reject/needs-more-data review semantics with confidence and source-record evidence.
Model/diagnostic card for every engine: inputs, logic, assumptions, limitations, and human-review requirement.

Recurring value

How the engine matures after the first run.

Reviewer assignment, stale review escalation, false-positive control, confidence movement, and governance export.
Cross-engine governance dashboard connecting finding, evidence, reviewer, action, export, and audit event.
Customer-facing audit pack with source evidence and limitation language.
Governance learning loop showing accepted/rejected patterns and confidence calibration over time.
Responsible AI report for board, CIO, audit, security, and data governance teams.
Recurring audit readiness score and SOC-style evidence export.

Report interpretation

How to read the output.

GovernanceMind AI Governance Review Report includes Governance readiness score, evidence records, confidence tiers, assumptions, limitations, action tracker items, score history, and no-write-back governance language.

Evidence Governance IntelligenceValue lever

Uploaded dataCustomer-specific diagnostic required

GovernanceMind AIRelated diagnostic engine

EstimateAssumption-labeled until reviewed

Benchmark assumptionUploaded evidenceConfidence tierHuman reviewReportable value

Industrial IQ platform bridge

How this connects to AI2COE Industrial IQ

Evidence Governance Intelligence is not treated as an isolated content topic. Industrial IQ connects it to uploaded data, engine evidence, confidence tiers, executive reports, actions, score history, and governance review.

Run Free Industrial IQ Snapshot Explore 8 Diagnostic Engines

PartsCleanse AIcreates catalog evidence and duplicate-family findings.

InventoryMind AIextends catalog signals into inventory risk, dead stock, excess stock, and stockout exposure.

ProcureMind AIconnects supplier and purchase signals to emergency buying, repeat purchases, and leakage.

FinanceMind AItranslates operating findings into working-capital exposure, carrying-cost assumptions, and finance-review scenarios.

AssetMind AIconnects parts to asset relevance, equipment coverage, and plant-register context.

ReliabilityMind AIconnects spare availability to maintenance readiness, false-stockout risk, and shutdown planning.

ReadyMind AIevaluates ERP, data, governance, and AI readiness gaps before transformation spend.

GovernanceMind AImanages confidence, evidence traceability, human review, and auditability.

Documentation context

Use the docs to move from source export to reviewed diagnostic evidence.

Each guide keeps Industrial IQ documentation tied to source preparation, validation, evidence review, and Trust controls.

Docs home

Prepare export Use approved CSV/workbook exports or governed sample data. Map fields Confirm required fields, aliases, source fit, and limitations. Review evidence Inspect findings, confidence tiers, assumptions, and owner actions. Trust controls No ERP write-back, source-file purge after report generation, and human review before action.