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 — Review data requirements →
Evidence asset

AI2COE Evidence Library for Industrial IQ Evaluation

The Evidence Library gives buyer committees a single evaluation path before private data is uploaded. It is designed for AI CoE readiness, proof format, methodology, security review, field readiness, and diagnostic-fit decisions.

View Sample ReportsReview Required FieldsDownload TemplatesAssess Agentic AI ReadinessRun SnapshotAssess AI CoE Readiness
SampleReports and scenarios
8 enginesRequired fields and templates
No write-backTrust briefs before upload
Evidence-led diagnostic report showing score history, maturity bands, confidence levels, and prioritized enterprise AI recommendations.
Sample reports show the structure of evidence rows, confidence tiers, assumptions, limitations, actions, and executive outputs.
Evaluation resource

Resource type, task, evidence boundary, and next use

TopicAI2COE Evidence LibraryDecisionSample evidence, buyer enablement, diagnostic scenario, and proof reviewCoverageGlobal industrial markets

AI2COE Evidence Library: Use this page to understand the buyer context, evidence boundary, and next relevant Industrial IQ action. Review AI2COE sample reports, agentic AI evaluation assets, required-field guides, data templates, and trust resources before an Industrial IQ diagnostic.

Run Free Industrial IQ Snapshot
Asset readerExecutive sponsors, operating leaders, finance reviewers, procurement teams, maintenance owners, ERP/data leaders, and governance reviewers who need evidence before approving action.
Asset inputsOperational CSV exports, item master fields, inventory, procurement, asset, work-order, finance, readiness, or governance data depending on the page.
Asset outputSource-backed evidence, scores, confidence tiers, report outputs, action tracking, score history, and governance context.
Resource next stepUse the page-specific next step or choose the closest diagnostic workflow when the operating question requires uploaded-data evidence.
Asset-led Evidence Library

Choose the evidence asset, then decide whether a diagnostic is justified.

The library is organized around proof assets buyers can inspect before private upload: reports, scenarios, fields, templates, calculators, trust briefs, comparisons, and committee guides.

Evidence asset

Sample reports

Evidence rows, confidence tiers, assumptions, limitations, report outputs, and owner-action examples.

 Evidence asset

Diagnostic scenarios

Illustrative source-data situations with findings, risk interpretation, and action plans.

 Evidence asset

Required fields

Engine-by-engine upload fields, source-fit expectations, and mapping prerequisites.

 Evidence asset

CSV templates

Starter templates for all eight diagnostic engines before private data upload.

 Evidence asset

Planning calculators

Assumption-bound ROI and exposure models with evidence caveats before outputs.

 Evidence asset

Trust briefs

No ERP write-back, source-file purge, human review, data handling, access, DPA, and SLA paths.

 Evidence asset

Comparison library

Decision tables for comparing diagnostic-first evidence with software, ERP, MDM, consulting, and optimization categories.

 Evidence asset

Buyer committee guide

Executive, finance, operations, procurement, IT, maintenance, and security review path.

AI CoE Toolkit roadmap

Methodology assets for moving from AI interest to governed Industrial AI capability.

This is the public methodology library for future CoE operating assets. It supports buyer committees preparing an Industrial AI Centre of Excellence without implying that every standalone template or editable download has already been released.

CoE methodology asset

Industrial AI CoE Charter

Define mandate, scope, evidence policy, and sponsorship before pilot scale.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

CoE Mandate and Sponsorship Template

Clarify executive sponsor, funding boundary, decision rights, and review cadence.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Centralised/Federated/Hybrid Operating Model Canvas

Select the operating model that fits the enterprise ownership reality.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

AI CoE RACI

Map business, technology, data, security, finance, and operating owners.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Use-Case Intake Form

Capture operating question, owner, source data, risk, and expected decision.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Use-Case Prioritisation Matrix

Rank use cases by evidence, value hypothesis, risk, feasibility, and owner urgency.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

AI CoE Service Catalogue

Connect CoE services to Industrial IQ evidence, reports, and trust controls.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Data and Context Readiness Checklist

Prepare source exports, context fields, and limitations before diagnostic runs.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

AI Governance Minimum-Control Standard

Keep authority, approval, data handling, confidence, and audit boundaries visible.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Architecture Review Checklist

Review how exports, evidence, reports, action records, and score history fit together.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Pilot Entry and Exit Criteria

Define what must be true before a diagnostic pilot starts, scales, or stops.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

AI CoE KPI and Value Framework

Keep planning value assumption-bound until uploaded-data evidence and owner review exist.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Skills and Role Matrix

Map executives, data stewards, maintenance, procurement, finance, security, and operations.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Model and Agent Inventory

List bounded agent use cases, tools, authority limits, and current readiness.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Agentic AI Governance Addendum

Add identity, authority, escalation, evaluation, and human approval policy.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Incident and Override Register

Record exception paths, overrides, failure modes, and controls.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

Retirement and Decommissioning Checklist

Define when a model, pilot, or agentic pattern should be stopped.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

 CoE methodology asset

90-Day CoE Evidence Plan

Turn blockers and missing evidence into the next 90-day operating backlog.

Methodology library item. Standalone editable downloads require a separate reviewed asset release.

Buyer answer paths

Evidence questions buyers should resolve before private upload.

The Evidence Library names the proof assets, trust boundaries, and readiness questions that should precede an Industrial IQ diagnostic.

Evidence

What evidence should executives ask for before industrial AI investment?

Executives should ask for source records, assumptions, exclusions, confidence tier, owner review, limitation notes, and the action boundary. Public methodology, sample reports, and planning models should not be confused with uploaded-data diagnostic findings.

Evidence standardsEvidence StandardsSample Reports
Source boundary

Can AI2COE evaluate ERP and EAM data without integration?

Yes. Industrial IQ starts with exported CSV or workbook evidence from systems such as ERP, EAM, CMMS, inventory, procurement, asset, finance, and work-order sources. The diagnostic path is read-only and does not write back to source systems.

No ERP write-backRequired FieldsData Retention
Readiness

What makes industrial data ready for AI?

Industrial data is AI-ready when source records, field meaning, lineage, ownership, source fit, operational context, confidence tier, and review owner are visible enough to support a bounded decision. Completeness alone is not enough for AI adoption.

Industrial AI ReadinessIndustrial AI Readiness DiagnosticAssessment Methodology
Agentic AI

When is an industrial workflow ready for Agentic AI?

Agency is justified only when the decision goal, source data, tool authority, system boundary, escalation path, evidence trail, and human approval rule are explicit. AI2COE treats Agentic AI as a governed readiness question, not a shortcut to autonomous operations.

Agentic AI readinessAgentic AI ReadinessNo ERP Write-Back
Buyer utility

What this resource helps a committee decide.

Evaluation step

Proof format

Sample reports show evidence rows, confidence tiers, score interpretation, limitations, action tracker items, and executive-ready summaries using demonstration data.

Evaluation step

Preparation assets

Required-field guides and CSV templates help data owners prepare exports without implying ERP, EAM, CMMS, procurement, inventory, or finance integration.

Evaluation step

Decision assets

Comparison pages, buyer guides, and planning calculators help committees decide whether a diagnostic, pilot, or deeper transformation path is justified.

Evaluation step

Trust controls

Security, data-retention, source-file purge, human review, and no ERP write-back pages make the operating boundary visible before upload.

Evaluation step

AI CoE toolkit

Framework, readiness diagnostic, research assets, platform evidence, and Agentic AI readiness paths help committees establish governed capability before scale.

Evidence boundary

Planning assets are not customer-specific proof.

Public calculators, sample reports, synthetic scenarios, and buyer guides help with evaluation. Customer-specific findings require uploaded source data, field mapping, confidence tiers, and human owner review before action.

Trust boundary: Industrial IQ diagnostics are read-only, produce reviewable evidence, and do not write back to ERP, EAM, CMMS, procurement, inventory, finance, or production systems.
Related assets

Continue the evidence path.

Related evidence asset

Industrial AI CoE Framework

Assess the operating model used to move from AI initiatives to governed capability.

 Related evidence asset

Sample diagnostic reports

Inspect report format and confidence tiers before upload.

 Related evidence asset

Diagnostic scenarios

Review illustrative use cases without customer data.

 Related evidence asset

Required fields by engine

Confirm which exports strengthen each diagnostic.

 Related evidence asset

CSV templates

Download starter structures for all eight engines.

 Related evidence asset

MRO duplicate exposure calculator

Model planning exposure with explicit caveats.

 Related evidence asset

Comparison library

Compare diagnostic-first evidence with other software and service categories.

 Related evidence asset

Buyer evaluation guide

Use a committee checklist before pilot review.

 Related evidence asset

Security brief

Review trust, retention, and no-write-back controls.

FAQ

Questions buyers should resolve before a pilot.

Does the Evidence Library contain customer-specific evidence?

No. It contains public evaluation assets, sample outputs, synthetic scenarios, methodology pages, and trust material. Buyer-specific evidence requires uploaded data, owner review, and approved reporting.

Can buyers review report structure before upload?

Yes. Sample reports show how findings, confidence tiers, limitations, actions, and executive summaries are structured.

Does the library contain source data?

Public templates and sample assets use demonstration data only. Private source files are handled through the governed diagnostic workflow.

What should a buyer do after reviewing the library?

Prepare the required export, run a free Snapshot, or request a founder-led pilot when the operating question is specific.

Agentic evidence assets

Download each versioned control artifact before discussing a pilot.

Published readiness methodology

Agentic Fit Matrix

Sample methodology template; not customer evidence. Read-only R0-R2 evidence support; no operational write-back or customer-result claim

Version 1.0 | Owner: AI2COE Research and Product Assurance | Reviewed: 2026-08-03

Engines: ReadyMind AI, GovernanceMind AI, and the selected domain evidence engines

 Published control template

Decision Rights Matrix

Sample methodology template; not customer evidence. Read-only R0-R2 evidence support; no operational write-back or customer-result claim

Version 1.0 | Owner: AI2COE Research and Product Assurance | Reviewed: 2026-08-03

Engines: ReadyMind AI, GovernanceMind AI, and the selected domain evidence engines

 Published control template

Human Approval Matrix

Sample methodology template; not customer evidence. Read-only R0-R2 evidence support; no operational write-back or customer-result claim

Version 1.0 | Owner: AI2COE Research and Product Assurance | Reviewed: 2026-08-03

Engines: ReadyMind AI, GovernanceMind AI, and the selected domain evidence engines

 Published control template

Agent Risk Register

Sample methodology template; not customer evidence. Read-only R0-R2 evidence support; no operational write-back or customer-result claim

Version 1.0 | Owner: AI2COE Research and Product Assurance | Reviewed: 2026-08-03

Engines: ReadyMind AI, GovernanceMind AI, and the selected domain evidence engines

 Published evaluation template

Agent Evaluation Plan

Sample methodology template; not customer evidence. Read-only R0-R2 evidence support; no operational write-back or customer-result claim

Version 1.0 | Owner: AI2COE Research and Product Assurance | Reviewed: 2026-08-03

Engines: ReadyMind AI, GovernanceMind AI, and the selected domain evidence engines

 Controlled synthetic demonstration

Agentic Readiness sample report

Synthetic sample; not customer evidence. Read-only R0-R2 evidence support; no operational write-back or customer-result claim

Version 1.0 | Owner: AI2COE Research and Product Assurance | Reviewed: 2026-08-03

Engines: ReadyMind AI, GovernanceMind AI, and the selected domain evidence engines

 Controlled synthetic demonstration

Industrial Evidence Agent Evaluation Pack

Reproducible synthetic baseline; not tenant evidence. Read-only R0-R2 evidence support; no operational write-back or customer-result claim

Version 1.0 | Owner: AI2COE Research and Product Assurance | Reviewed: 2026-08-03

Engines: ReadyMind AI, GovernanceMind AI, and the selected domain evidence engines

 Published workflow reference

Read-Only Evidence Agent Workflow

Sample workflow reference; not customer evidence. Read-only R0-R2 evidence support; no operational write-back or customer-result claim

Version 1.0 | Owner: AI2COE Research and Product Assurance | Reviewed: 2026-08-03

Engines: ReadyMind AI, GovernanceMind AI, and the selected domain evidence engines

Current public capability: controlled synthetic sample. Authority ceiling: R2. No operational write-back.