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Works from CSV or workbook exports produced from SAP, IBM Maximo, Oracle ERP, Hexagon EAM, Infor, and other ERP, EAM, or CMMS systems. No direct integration or write-back is required —
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Trust Control
Industrial IQ separates high-confidence findings from review candidates.
Confidence tiers prevent the platform from treating all findings as equal. High-confidence findings can be prioritized, while medium, low, and needs-review findings stay in a controlled human-review queue.
Confidence Tiers: The Trust Center explains the control posture behind Industrial IQ so enterprise buyers can inspect data handling, review boundaries, and evidence discipline before adoption. Confidence tiers prevent the platform from treating all findings as equal. High-confidence findings can be prioritized, while medium, low, and needs-review.
Diagnostic evidenceA trust view of no ERP write-back, human review, confidence tiers, source-data handling, report ownership, and governance limits.
Recommended actionReview the controls, then use Snapshot or sample reports to inspect the evidence model before private upload.
Control purpose
Confidence Tiers protects executive decisions.
Confidence tiers prevent the platform from treating all findings as equal. High-confidence findings can be prioritized, while medium, low, and needs-review findings stay in a controlled human-review queue.
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Governance controls
What leadership should verify.
Control
How Industrial IQ handles it
Tiered scoring
Findings are classified by evidence quality, completeness, and analyzer confidence.
Lower-confidence findings are explicitly marked for owner validation.
Buyer committee relevance
How this control should be used in an enterprise review.
Use this trust control to align the buying committee before the diagnostic starts. Industrial IQ is designed to provide evidence, confidence tiers, executive reports, score history, and accountable actions while preserving source-system boundaries and reviewer control.
CIO / ERP
System boundary
Confirms Industrial IQ begins with exported operational data and does not create an uncontrolled change path into SAP, Maximo, Oracle, EAM, CMMS, procurement, or inventory systems.
CISO / Legal
Data handling boundary
Validates the difference between source-file purge after report generation and governance metadata that may be retained for ownership, score history, quota usage, feedback, and audit controls.
Operations
Action boundary
Keeps findings in a human-review workflow so maintenance, procurement, finance, and reliability owners can accept, reject, defer, or request more evidence before action.
Recommended review sequence
Move from trust question to governed diagnostic decision.
Security, ERP, operations, procurement, and finance teams use this review sequence to agree on the diagnostic boundary before data is uploaded. It turns the trust control into a practical buyer checklist, so the team knows what evidence is being evaluated, who owns the decision, and what Industrial IQ will not do on its own.
That discipline matters because industrial data findings can affect master-data cleanup, spares availability, procurement behavior, working capital, audit posture, and ERP migration planning. The safest path is to inspect exported operational data first, then route confidence-tiered findings through human review before any remediation work starts.
1. Confirm diagnostic scopeDocument which exported files will be used, which Industrial IQ engine will run, which fields are required, and which buyer roles must review the output before any operational recommendation is considered.
2. Separate evidence classesKeep benchmark assumptions, synthetic sample findings, and uploaded-data findings visibly separate. A diagnostic report should show source context, confidence tier, reason code, and limitation notes before a finding becomes action-ready.
3. Assign review ownershipRoute findings to finance, operations, procurement, maintenance, ERP/data, or governance owners based on the risk being evaluated. Industrial IQ supports accountable review; it does not replace the buyer's approval workflow.
4. Decide the next controlled actionUse the report to decide whether to clean data, prepare an ERP migration, investigate inventory exposure, review procurement leakage, or defer action until more source data is available. Source-system changes remain buyer-controlled.
FAQ
Buyer questions for this trust control.
What does Confidence Tiers mean in Industrial IQ?
Confidence tiers prevent the platform from treating all findings as equal. High-confidence findings can be prioritized, while medium, low, and needs-review findings stay in a controlled human-review queue.
Does Industrial IQ replace ERP, EAM, CMMS, or procurement systems?
No. Industrial IQ sits above exported operational data and produces evidence, scores, reports, actions, score history, and governance without replacing or writing back to source systems.
What should a buyer do next?
Use this trust control to align governance expectations, then run the relevant Industrial IQ diagnostic engine or Industrial IQ Snapshot.
✦ Website-grounded answers
AI2COE AI CopilotMRO catalog intelligence · website-trained
Grounded in approved AI2COE content only. No unsupported claims.
Source-groundedNo private reportsNo admin dataNo private operational data in chat
Do not paste private operational data into chat. Use the governed diagnostic upload path; source files are purged after report generation.
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