| AI ERP Agent Denied Action |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Agent Denied Action does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Vendor Fit |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Vendor Fit does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Approval Workflow |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Approval Workflow does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Maintenance Workflow |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Maintenance Workflow does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Module Capability |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Module Capability does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Record-to-Report |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Record-to-Report does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Implementation Boundary |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Implementation Boundary does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Order-to-Cash |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Order-to-Cash does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Audit Trail |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Audit Trail does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Country Localization |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Country Localization does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Project Controls |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Project Controls does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Quality Release Review |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Quality Release Review does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Source-to-Pay |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Source-to-Pay does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Asset Lifecycle |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Asset Lifecycle does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Entity and Currency Context |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Entity and Currency Context does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Plan-to-Produce |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Plan-to-Produce does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Procure-to-Pay |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Procure-to-Pay does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP Service Management |
ERP EAM CMMS Data Mapping |
Module scoping, source-object mapping, field review, evidence classification, confidence tiering, owner review, authority boundary, and audit capture. |
AI ERP Service Management does not prove customer outcome, benchmark performance, certification, local compliance, or autonomous ERP authority. |
Evidence route |
| AI ERP |
ERP EAM CMMS Data Mapping |
ERP use-case framing, source-object review, process-owner mapping, evidence classification, authority-boundary review, confidence-tiering, and owner approval. |
AI ERP is not proof that an ERP system is AI-ready, not a customer outcome claim, and not approval for autonomous source-system change. |
Evidence route |
| AI ERP Module Evaluation |
ERP EAM CMMS Data Mapping |
Module selection, source-object inventory, required-field review, owner mapping, evidence classification, authority boundary, and pilot decision. |
A module can be ready for one AI use case and not ready for another. |
Evidence route |
| ERP Workflow Recommendation |
Industrial AI Governance And Trust |
Evidence review, recommendation drafting, confidence and limitation labeling, owner review, decision capture, and action tracking. |
A recommendation is not a command, approval, posted transaction, or source-system change. |
Evidence route |
| ERP Master Data Readiness |
ERP Migration And Master Data Programs |
Master-data inventory, field mapping, duplicate review, classification review, relationship check, owner mapping, and remediation planning. |
Readiness does not mean all master data is clean or independently validated; it means the evidence is strong enough for a specific decision path. |
Evidence route |
| ERP Source Object |
ERP EAM CMMS Data Mapping |
Object inventory, field mapping, owner assignment, source-fit review, relationship mapping, evidence classification, and limitation recording. |
A source object is not automatically reliable evidence; field completeness, context, ownership, and lineage still need review. |
Evidence route |
| AI-Native ERP |
ERP EAM CMMS Data Mapping |
Architecture review, module scope review, source-object readiness review, control review, pilot gate, and owner validation. |
AI-native ERP does not mean a company is ready to use AI safely, and it does not remove the need for data-quality and owner-review evidence. |
Evidence route |
| EAM Spare Parts Record |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| ERP Column Mapping |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| ERP Control Tower AI Readiness |
Governance AI Readiness And Controls |
Cross-module source review, KPI definition review, exception-map design, owner routing, evidence classification, dashboard limitation review, and governance signoff. |
A dashboard or control tower is not proof that the underlying processes or source records are reliable. |
Evidence route |
| ERP Exception Triage |
ERP EAM CMMS Data Mapping |
Exception detection, source-object mapping, severity labeling, confidence tier, owner assignment, review route, and action tracking. |
Triage does not prove root cause and should not become automatic remediation. |
Evidence route |
| ERP Item Master Mapping |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| ERP KPI Readiness |
ERP EAM CMMS Data Mapping |
KPI definition review, source-field mapping, calculation review, exclusion and time-window review, owner validation, and confidence assignment. |
A KPI displayed in ERP is not automatically suitable for AI reasoning without definition and source review. |
Evidence route |
| ERP Process Owner |
Governance AI Readiness And Controls |
Owner identification, decision-right mapping, approval workflow review, escalation path definition, and audit evidence capture. |
A process owner is not simply a system administrator; ownership includes business accountability for interpretation and action. |
Evidence route |
| Maximo ITEMNUM Mapping |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| Maximo SITEID Context |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| Oracle Inventory Organization |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| Oracle Item Number Mapping |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| SAP MAKT Description |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| SAP MARC Plant View |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| SAP MATNR Mapping |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| SAP MBEW Valuation View |
ERP EAM CMMS Data Mapping |
Source export review, field mapping, alias resolution, source-fit assessment, and owner confirmation before analysis. |
A mapped column is not automatically complete, current, correctly governed, or suitable for the intended diagnostic. |
Evidence route |
| Enterprise Asset Management Platform |
Enterprise Asset Management |
Asset-master, hierarchy, BOM, work-order, spare, and ownership review across the asset lifecycle. |
AI2COE does not replace an EAM system or execute asset transactions; it evaluates exported evidence and readiness. |
Evidence route |
| ERP Agent Governance |
Industrial AI Governance And Trust |
Use-case review, data-access review, authority-level assignment, denied-action definition, evidence review, owner approval, audit monitoring, and periodic reassessment. |
Governance is not a slide or policy label; it requires action-specific boundaries and evidence. |
Evidence route |
| ERP Consolidation Catalog Risk |
ERP Migration And Master Data Programs |
Migration-scope review, source profiling, field and owner mapping, data-quality assessment, remediation prioritization, and cutover-readiness review. |
Migration readiness does not mean records are cleansed, approved, or safe to load; it identifies evidence gaps and review priorities. |
Evidence route |
| ERP Cutover Data Risk |
ERP Migration And Master Data Programs |
Migration-scope review, source profiling, field and owner mapping, data-quality assessment, remediation prioritization, and cutover-readiness review. |
Migration readiness does not mean records are cleansed, approved, or safe to load; it identifies evidence gaps and review priorities. |
Evidence route |
| ERP Readiness Evidence |
ERP Migration And Master Data Programs |
Migration-scope review, source profiling, field and owner mapping, data-quality assessment, remediation prioritization, and cutover-readiness review. |
Migration readiness does not mean records are cleansed, approved, or safe to load; it identifies evidence gaps and review priorities. |
Evidence route |
| Golden Record Candidate |
ERP Migration And Master Data Programs |
Migration-scope review, source profiling, field and owner mapping, data-quality assessment, remediation prioritization, and cutover-readiness review. |
Migration readiness does not mean records are cleansed, approved, or safe to load; it identifies evidence gaps and review priorities. |
Evidence route |
| How To Clean Maximo Item Master |
Buyer Vocabulary And Evaluation Questions |
Question definition, operating-context mapping, evidence requirement review, and routing to the appropriate diagnostic or reference asset. |
A buyer phrase is not an operating diagnosis. The underlying problem and available evidence determine the correct route. |
Evidence route |
| How To Clean SAP Material Master |
Buyer Vocabulary And Evaluation Questions |
Question definition, operating-context mapping, evidence requirement review, and routing to the appropriate diagnostic or reference asset. |
A buyer phrase is not an operating diagnosis. The underlying problem and available evidence determine the correct route. |
Evidence route |
| How To Prepare Data For SAP Migration |
Buyer Vocabulary And Evaluation Questions |
Question definition, operating-context mapping, evidence requirement review, and routing to the appropriate diagnostic or reference asset. |
A buyer phrase is not an operating diagnosis. The underlying problem and available evidence determine the correct route. |
Evidence route |