SVPRODUCT-SV
NowAvailable
Production & Shop Floor
Shop Vision
Computer vision for production visibility, verification and shop-floor control.
DetectVerify<30 days
Value5/5
Feasibility5/5
Time to value<30 days
Incorp.AI manufacturing portfolio103 opportunities mapped
Intelligence for every part of manufacturing.
Find the right AI application for the plant, supply chain or enterprise—then compare value, readiness and time to impact before you invest.
103applications
57ready now
11value domains
High-value AI applications
Start with proven manufacturing intelligence
A focused set of applications for visual control, connected sensing and business decision support.
PRODUCT-360SNowAvailable
Maintenance & Reliability
360Senses.AI
Connected sensing for machine state, condition monitoring and operational alerts.
SenseDetectPredict30–90 days
Value5/5
Feasibility5/5
Time to value30–90 days
PRODUCT-360BNowAvailable
Finance & Enterprise Productivity
360Business.AI
Business intelligence across plant, supply chain and enterprise workflows.
AnalyzeRecommend<30 days
Value5/5
Feasibility4/5
Time to value<30 days
Browse by value stream
Solution explorer
Find an application worth piloting
Search by a specific problem or browse by domain, maturity and deployment horizon.
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ERP before reinvention
Where Zoho or an existing ERP already provides the workflow and system of record, the catalogue positions AI as an intelligence layer—not a replacement for proven business controls.
103 of 103 applications
OPPRODUCT-SV
NowAvailable
Production & Shop Floor
Shop Vision
Plant teams need dependable visual evidence of production status, conformance and exceptions without adding manual inspection effort.
DetectVerify<30 days
Value5/5
Feasibility5/5
Time to value<30 days
MRPRODUCT-360S
NowAvailable
Maintenance & Reliability
360Senses.AI
Legacy and modern equipment signals are often fragmented, making machine state and emerging failure conditions difficult to see early.
SenseDetectPredict30–90 days
Value5/5
Feasibility5/5
Time to value30–90 days
STSTR-02
NowAvailable
Strategy & Governance
Plant value-leakage diagnostic
COO/Plant teams often lack timely, connected evidence for plant value-leakage diagnostic, creating delay, avoidable effort and inconsistent decisions.
Recommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
CXCOM-03
NowAvailable
Sales & Customer Operations
Configure-price-quote assistant
Sales/Engineering teams often lack timely, connected evidence for configure-price-quote assistant, creating delay, avoidable effort and inconsistent decisions.
Generate<30 days
Value5/5
Feasibility5/5
Time to value<30 days
CXCOM-08
NowAvailable
Sales & Customer Operations
Customer troubleshooting assistant
Service teams often lack timely, connected evidence for customer troubleshooting assistant, creating delay, avoidable effort and inconsistent decisions.
Generate<30 days
Value5/5
Feasibility5/5
Time to value<30 days
SCSUP-03
NowAvailable
Supply Chain & Procurement
Inventory and safety-stock optimization
Supply Chain/CFO teams often lack timely, connected evidence for inventory and safety-stock optimization, creating delay, avoidable effort and inconsistent decisions.
Optimize<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-04
NowAvailable
Production & Shop Floor
Digital travelers and paperless job packets
Production/Quality teams often lack timely, connected evidence for digital travelers and paperless job packets, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-06
NowAvailable
Production & Shop Floor
Operator guidance and exception routing
Production/Quality teams often lack timely, connected evidence for operator guidance and exception routing, creating delay, avoidable effort and inconsistent decisions.
Optimize<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-07
NowAvailable
Production & Shop Floor
WIP and bottleneck visibility
Plant/Operations teams often lack timely, connected evidence for wip and bottleneck visibility, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-08
NowAvailable
Production & Shop Floor
Cycle-time and changeover analysis
Plant/Lean teams often lack timely, connected evidence for cycle-time and changeover analysis, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-09
NowAvailable
Production & Shop Floor
OEE and utilization intelligence
Plant/COO teams often lack timely, connected evidence for oee and utilization intelligence, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-10
NowAvailable
Production & Shop Floor
Downtime classification and lost-time analysis
Plant/Maintenance teams often lack timely, connected evidence for downtime classification and lost-time analysis, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-14
NowAvailable
Production & Shop Floor
Layout and material-flow optimization
Plant/Lean teams often lack timely, connected evidence for layout and material-flow optimization, creating delay, avoidable effort and inconsistent decisions.
Optimize<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-15
NowAvailable
Production & Shop Floor
Production root-cause and corrective-action assistant
Plant/Quality teams often lack timely, connected evidence for production root-cause and corrective-action assistant, creating delay, avoidable effort and inconsistent decisions.
GenerateRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
QAQLT-02
NowAvailable
Quality & Traceability
Assembly, label and packaging verification
Quality/Production teams often lack timely, connected evidence for assembly, label and packaging verification, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value5/5
Feasibility5/5
Time to value<30 days
QAQLT-05
NowAvailable
Quality & Traceability
SPC anomaly detection
Quality/Process teams often lack timely, connected evidence for spc anomaly detection, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value5/5
Feasibility5/5
Time to value<30 days
QAQLT-06
NowAvailable
Quality & Traceability
FPY, scrap and rework intelligence
Quality/CFO teams often lack timely, connected evidence for fpy, scrap and rework intelligence, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
QAQLT-08
NowPilot-ready
Quality & Traceability
NCR, deviation and CAPA workflow
Quality teams often lack timely, connected evidence for ncr, deviation and capa workflow, creating delay, avoidable effort and inconsistent decisions.
Automate<30 days
Value5/5
Feasibility5/5
Time to value<30 days
MRMNT-01
NowAvailable
Maintenance & Reliability
Legacy-machine connectivity
Maintenance/OT teams often lack timely, connected evidence for legacy-machine connectivity, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
MRMNT-02
NowAvailable
Maintenance & Reliability
Machine-state detection
Operations/Maintenance teams often lack timely, connected evidence for machine-state detection, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value5/5
Feasibility5/5
Time to value<30 days
MRMNT-03
NowAvailable
Maintenance & Reliability
Condition monitoring
Reliability teams often lack timely, connected evidence for condition monitoring, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value5/5
Feasibility5/5
Time to value<30 days
MRMNT-08
NowAvailable
Maintenance & Reliability
Maintenance knowledge and troubleshooting copilot
Maintenance teams often lack timely, connected evidence for maintenance knowledge and troubleshooting copilot, creating delay, avoidable effort and inconsistent decisions.
Generate<30 days
Value5/5
Feasibility5/5
Time to value<30 days
HSEHS-02
NowAvailable
Safety & EHS
Leak, heat, smoke and environmental alerts
EHS/Facilities teams often lack timely, connected evidence for leak, heat, smoke and environmental alerts, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
WKWKF-03
NowAvailable
Workforce & Knowledge
Expert-knowledge capture
Operations/HR teams often lack timely, connected evidence for expert-knowledge capture, creating delay, avoidable effort and inconsistent decisions.
Generate<30 days
Value5/5
Feasibility5/5
Time to value<30 days
ESENR-03
NowAvailable
Energy & Sustainability
Compressed-air/steam/water/HVAC anomalies
Facilities teams often lack timely, connected evidence for compressed-air/steam/water/hvac anomalies, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
FPENT-02
NowAvailable
Finance & Enterprise Productivity
Manufacturing variance and cost analysis
CFO/Plant teams often lack timely, connected evidence for manufacturing variance and cost analysis, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
FPENT-03
NowAvailable
Finance & Enterprise Productivity
Job/product/customer profitability
CFO/Sales teams often lack timely, connected evidence for job/product/customer profitability, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
FPENT-08
NowAvailable
Finance & Enterprise Productivity
Enterprise search across plant and office
CIO/All teams often lack timely, connected evidence for enterprise search across plant and office, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value5/5
Feasibility5/5
Time to value<30 days
FPPRODUCT-360B
NowAvailable
Finance & Enterprise Productivity
360Business.AI
Business decisions are slowed when operational, commercial and financial evidence sits across disconnected reports and systems.
AnalyzeRecommend<30 days
Value5/5
Feasibility4/5
Time to value<30 days
STSTR-01
NowAvailable
Strategy & Governance
AI maturity and use-case diagnostic
CEO/CIO/COO teams often lack timely, connected evidence for ai maturity and use-case diagnostic, creating delay, avoidable effort and inconsistent decisions.
Recommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
STSTR-03
NowAvailable
Strategy & Governance
AI value and ROI modelling
CFO/COO teams often lack timely, connected evidence for ai value and roi modelling, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
STSTR-04
NowAvailable
Strategy & Governance
Data readiness and master-data assessment
CIO/Operations teams often lack timely, connected evidence for data readiness and master-data assessment, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
STSTR-05
NowAvailable
Strategy & Governance
IT/OT target architecture
CIO/OT teams often lack timely, connected evidence for it/ot target architecture, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend30–90 days
Value4/5
Feasibility5/5
Time to value30–90 days
STSTR-06
NowAvailable
Strategy & Governance
AI governance and risk classification
CIO/Risk teams often lack timely, connected evidence for ai governance and risk classification, creating delay, avoidable effort and inconsistent decisions.
DetectPredict<30 days
Value4/5
Feasibility5/5
Time to value<30 days
ENENG-01
NowAvailable
Engineering & Product Development
Engineering knowledge search
Engineering teams often lack timely, connected evidence for engineering knowledge search, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value4/5
Feasibility5/5
Time to value<30 days
ENENG-02
NowAvailable
Engineering & Product Development
Requirement/specification extraction
Engineering/Quality teams often lack timely, connected evidence for requirement/specification extraction, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value4/5
Feasibility5/5
Time to value<30 days
ENENG-08
NowAvailable
Engineering & Product Development
BOM creation and validation
Engineering/Planning teams often lack timely, connected evidence for bom creation and validation, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
CXCOM-01
NowAvailable
Sales & Customer Operations
RFQ and drawing intake
Sales/Estimating teams often lack timely, connected evidence for rfq and drawing intake, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
CXCOM-05
NowAvailable
Sales & Customer Operations
RFP/proposal generation
Sales teams often lack timely, connected evidence for rfp/proposal generation, creating delay, avoidable effort and inconsistent decisions.
Generate<30 days
Value4/5
Feasibility5/5
Time to value<30 days
CXCOM-06
NowAvailable
Sales & Customer Operations
Contract obligation extraction
Legal/Operations teams often lack timely, connected evidence for contract obligation extraction, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value4/5
Feasibility5/5
Time to value<30 days
CXCOM-07
NowAvailable
Sales & Customer Operations
Technical product-selection assistant
Sales Engineering teams often lack timely, connected evidence for technical product-selection assistant, creating delay, avoidable effort and inconsistent decisions.
GenerateRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
SCSUP-04
NowAvailable
Supply Chain & Procurement
MRP exception assistant
Planning teams often lack timely, connected evidence for mrp exception assistant, creating delay, avoidable effort and inconsistent decisions.
Generate<30 days
Value4/5
Feasibility5/5
Time to value<30 days
SCSUP-08
NowAvailable
Supply Chain & Procurement
PO/invoice anomaly and three-way match
Finance/Procurement teams often lack timely, connected evidence for po/invoice anomaly and three-way match, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value4/5
Feasibility5/5
Time to value<30 days
OPOPS-05
NowAvailable
Production & Shop Floor
Multilingual visual work instructions
Production/Training teams often lack timely, connected evidence for multilingual visual work instructions, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
QAQLT-07
NowAvailable
Quality & Traceability
Defect classification and Pareto analysis
Quality teams often lack timely, connected evidence for defect classification and pareto analysis, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value4/5
Feasibility5/5
Time to value<30 days
QAQLT-10
NowAvailable
Quality & Traceability
Audit and compliance copilot
Quality/Regulatory teams often lack timely, connected evidence for audit and compliance copilot, creating delay, avoidable effort and inconsistent decisions.
Generate<30 days
Value4/5
Feasibility5/5
Time to value<30 days
MRMNT-09
NowAvailable
Maintenance & Reliability
Technician remote assistance
Maintenance/Service teams often lack timely, connected evidence for technician remote assistance, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
HSEHS-03
NowAvailable
Safety & EHS
Near-miss and incident reporting assistant
EHS/HR teams often lack timely, connected evidence for near-miss and incident reporting assistant, creating delay, avoidable effort and inconsistent decisions.
Generate<30 days
Value4/5
Feasibility5/5
Time to value<30 days
WKWKF-01
NowAvailable
Workforce & Knowledge
Skills matrix and gap analysis
HR/Operations teams often lack timely, connected evidence for skills matrix and gap analysis, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
WKWKF-02
NowAvailable
Workforce & Knowledge
Personalized training and assessment
Training/Operations teams often lack timely, connected evidence for personalized training and assessment, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
WKWKF-04
NowAvailable
Workforce & Knowledge
Shift handover and daily summary
Supervisor/Plant teams often lack timely, connected evidence for shift handover and daily summary, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
FPENT-01
NowAvailable
Finance & Enterprise Productivity
AP/document processing and matching
Finance teams often lack timely, connected evidence for ap/document processing and matching, creating delay, avoidable effort and inconsistent decisions.
Automate<30 days
Value4/5
Feasibility5/5
Time to value<30 days
FPENT-05
NowAvailable
Finance & Enterprise Productivity
Management reporting and narratives
CEO/CFO teams often lack timely, connected evidence for management reporting and narratives, creating delay, avoidable effort and inconsistent decisions.
Generate<30 days
Value4/5
Feasibility5/5
Time to value<30 days
FPENT-07
NowAvailable
Finance & Enterprise Productivity
Project, risk, action and approval tracking
PMO/Operations teams often lack timely, connected evidence for project, risk, action and approval tracking, creating delay, avoidable effort and inconsistent decisions.
PredictAutomate<30 days
Value4/5
Feasibility5/5
Time to value<30 days
STSTR-07
NowAvailable
Strategy & Governance
Vendor/model selection and routing
CIO/Procurement teams often lack timely, connected evidence for vendor/model selection and routing, creating delay, avoidable effort and inconsistent decisions.
RecommendOptimize30–90 days
Value3/5
Feasibility5/5
Time to value30–90 days
SCSUP-05
NowAvailable
Supply Chain & Procurement
Supplier discovery and qualification
Procurement teams often lack timely, connected evidence for supplier discovery and qualification, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value3/5
Feasibility5/5
Time to value<30 days
FPENT-06
NowAvailable
Finance & Enterprise Productivity
HR, IT and policy support copilot
HR/IT teams often lack timely, connected evidence for hr, it and policy support copilot, creating delay, avoidable effort and inconsistent decisions.
Generate<30 days
Value3/5
Feasibility5/5
Time to value<30 days
STSTR-08
NextCustom
Strategy & Governance
AI portfolio and benefit realization
CEO/CFO teams often lack timely, connected evidence for ai portfolio and benefit realization, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
CXCOM-04
NextCustom
Sales & Customer Operations
Quote margin and lead-time risk
Sales/Operations teams often lack timely, connected evidence for quote margin and lead-time risk, creating delay, avoidable effort and inconsistent decisions.
Predict<30 days
Value5/5
Feasibility5/5
Time to value<30 days
CXCOM-10
NextCustom
Sales & Customer Operations
Installed-base and aftermarket intelligence
Service/Sales teams often lack timely, connected evidence for installed-base and aftermarket intelligence, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
SCSUP-02
NextCustom
Supply Chain & Procurement
S&OP scenario planning
COO/CFO teams often lack timely, connected evidence for s&op scenario planning, creating delay, avoidable effort and inconsistent decisions.
Recommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-03
NextCustom
Production & Shop Floor
Work-centre load balancing
Plant/Planning teams often lack timely, connected evidence for work-centre load balancing, creating delay, avoidable effort and inconsistent decisions.
Optimize<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-11
NextCustom
Production & Shop Floor
Process drift and anomaly detection
Process Engineering teams often lack timely, connected evidence for process drift and anomaly detection, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value5/5
Feasibility5/5
Time to value<30 days
OPOPS-13
NextCustom
Production & Shop Floor
Tool wear and remaining-useful-life
Machining/Maintenance teams often lack timely, connected evidence for tool wear and remaining-useful-life, creating delay, avoidable effort and inconsistent decisions.
Predict<30 days
Value5/5
Feasibility5/5
Time to value<30 days
QAQLT-09
NextCustom
Quality & Traceability
Product genealogy and traceability
Quality/Operations teams often lack timely, connected evidence for product genealogy and traceability, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
MRMNT-04
NextCustom
Maintenance & Reliability
Predictive failure / remaining useful life
Reliability teams often lack timely, connected evidence for predictive failure / remaining useful life, creating delay, avoidable effort and inconsistent decisions.
Predict<30 days
Value5/5
Feasibility5/5
Time to value<30 days
MRMNT-05
NextCustom
Maintenance & Reliability
Prescriptive maintenance recommendation
Reliability teams often lack timely, connected evidence for prescriptive maintenance recommendation, creating delay, avoidable effort and inconsistent decisions.
Recommend<30 days
Value5/5
Feasibility5/5
Time to value<30 days
MRMNT-11
NextCustom
Maintenance & Reliability
Fleet/site asset-health command centre
Reliability/COO teams often lack timely, connected evidence for fleet/site asset-health command centre, creating delay, avoidable effort and inconsistent decisions.
Predict<30 days
Value5/5
Feasibility5/5
Time to value<30 days
MRMNT-12
NextCustom
Maintenance & Reliability
Connected-product health and proactive service
Service/Product teams often lack timely, connected evidence for connected-product health and proactive service, creating delay, avoidable effort and inconsistent decisions.
Predict<30 days
Value5/5
Feasibility5/5
Time to value<30 days
HSEHS-04
NextCustom
Safety & EHS
LOTO/procedure verification
EHS/Maintenance teams often lack timely, connected evidence for loto/procedure verification, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value5/5
Feasibility5/5
Time to value<30 days
ESENR-01
NextCustom
Energy & Sustainability
Machine/line energy optimization
Facilities/Operations teams often lack timely, connected evidence for machine/line energy optimization, creating delay, avoidable effort and inconsistent decisions.
Optimize<30 days
Value5/5
Feasibility5/5
Time to value<30 days
FPENT-04
NextCustom
Finance & Enterprise Productivity
Cash-flow and working-capital forecasting
CFO teams often lack timely, connected evidence for cash-flow and working-capital forecasting, creating delay, avoidable effort and inconsistent decisions.
Predict<30 days
Value5/5
Feasibility5/5
Time to value<30 days
ENENG-05
NextCustom
Engineering & Product Development
AI-assisted CAM/CNC programming
Manufacturing Engineering teams often lack timely, connected evidence for ai-assisted cam/cnc programming, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend30–90 days
Value5/5
Feasibility4/5
Time to value30–90 days
ENENG-06
NextCustom
Engineering & Product Development
Feeds, speeds, tooling and toolpath recommendation
Manufacturing Engineering teams often lack timely, connected evidence for feeds, speeds, tooling and toolpath recommendation, creating delay, avoidable effort and inconsistent decisions.
Recommend30–90 days
Value5/5
Feasibility4/5
Time to value30–90 days
CXCOM-02
NextCustom
Sales & Customer Operations
Automated cost estimation / should-cost
Estimating/CFO teams often lack timely, connected evidence for automated cost estimation / should-cost, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility4/5
Time to value<30 days
SCSUP-01
NextCustom
Supply Chain & Procurement
Demand forecasting
S&OP/Supply Chain teams often lack timely, connected evidence for demand forecasting, creating delay, avoidable effort and inconsistent decisions.
Predict<30 days
Value5/5
Feasibility4/5
Time to value<30 days
SCSUP-06
NextCustom
Supply Chain & Procurement
Supplier risk and disruption monitoring
Procurement/COO teams often lack timely, connected evidence for supplier risk and disruption monitoring, creating delay, avoidable effort and inconsistent decisions.
DetectPredict<30 days
Value5/5
Feasibility4/5
Time to value<30 days
SCSUP-07
NextCustom
Supply Chain & Procurement
Supplier quality prediction
Quality/Procurement teams often lack timely, connected evidence for supplier quality prediction, creating delay, avoidable effort and inconsistent decisions.
Predict<30 days
Value5/5
Feasibility4/5
Time to value<30 days
OPOPS-01
NextCustom
Production & Shop Floor
Finite-capacity scheduling
Planning/Operations teams often lack timely, connected evidence for finite-capacity scheduling, creating delay, avoidable effort and inconsistent decisions.
Optimize<30 days
Value5/5
Feasibility4/5
Time to value<30 days
QAQLT-01
NextCustom
Quality & Traceability
Visual surface-defect inspection
Quality teams often lack timely, connected evidence for visual surface-defect inspection, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value5/5
Feasibility4/5
Time to value<30 days
QAQLT-04
NextCustom
Quality & Traceability
Predictive quality and defect-risk score
Quality/Process teams often lack timely, connected evidence for predictive quality and defect-risk score, creating delay, avoidable effort and inconsistent decisions.
Predict<30 days
Value5/5
Feasibility4/5
Time to value<30 days
MRMNT-06
NextCustom
Maintenance & Reliability
Maintenance planning and schedule optimization
Maintenance/Planning teams often lack timely, connected evidence for maintenance planning and schedule optimization, creating delay, avoidable effort and inconsistent decisions.
RecommendOptimize<30 days
Value5/5
Feasibility4/5
Time to value<30 days
HSEHS-01
NextCustom
Safety & EHS
PPE and safe-zone vision
EHS/Plant teams often lack timely, connected evidence for ppe and safe-zone vision, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value5/5
Feasibility4/5
Time to value<30 days
CXCOM-09
NextCustom
Sales & Customer Operations
Warranty triage and claims analytics
Quality/Service teams often lack timely, connected evidence for warranty triage and claims analytics, creating delay, avoidable effort and inconsistent decisions.
Recommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
SCSUP-12
NextCustom
Supply Chain & Procurement
Vision-based inventory/shipment verification
Warehouse/Quality teams often lack timely, connected evidence for vision-based inventory/shipment verification, creating delay, avoidable effort and inconsistent decisions.
Detect<30 days
Value4/5
Feasibility5/5
Time to value<30 days
MRMNT-07
NextCustom
Maintenance & Reliability
Approved CMMS/EAM work-order initiation
Maintenance/IT teams often lack timely, connected evidence for approved cmms/eam work-order initiation, creating delay, avoidable effort and inconsistent decisions.
Automate<30 days
Value4/5
Feasibility5/5
Time to value<30 days
ESENR-04
NextCustom
Energy & Sustainability
Carbon, waste, water and material intensity
ESG/COO teams often lack timely, connected evidence for carbon, waste, water and material intensity, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility5/5
Time to value<30 days
ENENG-03
NextCustom
Engineering & Product Development
DFM/DFA review assistant
Engineering teams often lack timely, connected evidence for dfm/dfa review assistant, creating delay, avoidable effort and inconsistent decisions.
Generate30–90 days
Value4/5
Feasibility4/5
Time to value30–90 days
ENENG-07
NextCustom
Engineering & Product Development
Materials substitution and cost optimization
Engineering/Procurement teams often lack timely, connected evidence for materials substitution and cost optimization, creating delay, avoidable effort and inconsistent decisions.
Optimize30–90 days
Value4/5
Feasibility4/5
Time to value30–90 days
ENENG-09
NextCustom
Engineering & Product Development
Engineering change impact analysis
Engineering/Quality teams often lack timely, connected evidence for engineering change impact analysis, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility4/5
Time to value<30 days
SCSUP-09
NextCustom
Supply Chain & Procurement
Alternate part and supplier recommendation
Engineering/Procurement teams often lack timely, connected evidence for alternate part and supplier recommendation, creating delay, avoidable effort and inconsistent decisions.
Recommend<30 days
Value4/5
Feasibility4/5
Time to value<30 days
SCSUP-11
NextCustom
Supply Chain & Procurement
Warehouse slotting, picking and replenishment
Warehouse teams often lack timely, connected evidence for warehouse slotting, picking and replenishment, creating delay, avoidable effort and inconsistent decisions.
Optimize<30 days
Value4/5
Feasibility4/5
Time to value<30 days
MRMNT-10
NextCustom
Maintenance & Reliability
MRO spare-parts optimization
Maintenance/Supply Chain teams often lack timely, connected evidence for mro spare-parts optimization, creating delay, avoidable effort and inconsistent decisions.
Optimize<30 days
Value4/5
Feasibility4/5
Time to value<30 days
WKWKF-05
NextCustom
Workforce & Knowledge
Workforce and overtime scheduling
Operations/HR teams often lack timely, connected evidence for workforce and overtime scheduling, creating delay, avoidable effort and inconsistent decisions.
Optimize<30 days
Value4/5
Feasibility4/5
Time to value<30 days
ESENR-02
NextCustom
Energy & Sustainability
Peak-demand and load shifting
Facilities/CFO teams often lack timely, connected evidence for peak-demand and load shifting, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend<30 days
Value4/5
Feasibility4/5
Time to value<30 days
ENENG-10
LaterEmerging
Engineering & Product Development
Product/process digital twin
CTO/Engineering teams often lack timely, connected evidence for product/process digital twin, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend3–6 months
Value5/5
Feasibility4/5
Time to value3–6 months
OPOPS-02
LaterEmerging
Production & Shop Floor
Dynamic production rescheduling
Planning/Operations teams often lack timely, connected evidence for dynamic production rescheduling, creating delay, avoidable effort and inconsistent decisions.
Optimize<30 days
Value5/5
Feasibility4/5
Time to value<30 days
OPOPS-12
LaterEmerging
Production & Shop Floor
Adaptive set-point/process recommendations
Process Engineering teams often lack timely, connected evidence for adaptive set-point/process recommendations, creating delay, avoidable effort and inconsistent decisions.
Recommend30–90 days
Value5/5
Feasibility4/5
Time to value30–90 days
QAQLT-03
LaterEmerging
Quality & Traceability
In-process metrology and offset recommendation
Quality/Engineering teams often lack timely, connected evidence for in-process metrology and offset recommendation, creating delay, avoidable effort and inconsistent decisions.
Recommend30–90 days
Value5/5
Feasibility3/5
Time to value30–90 days
ENENG-04
LaterEmerging
Engineering & Product Development
CAD/CAE design assistance
Engineering teams often lack timely, connected evidence for cad/cae design assistance, creating delay, avoidable effort and inconsistent decisions.
AnalyzeRecommend3–6 months
Value4/5
Feasibility3/5
Time to value3–6 months
SCSUP-10
LaterEmerging
Supply Chain & Procurement
Freight, route and ETA optimization
Logistics teams often lack timely, connected evidence for freight, route and eta optimization, creating delay, avoidable effort and inconsistent decisions.
Optimize30–90 days
Value4/5
Feasibility3/5
Time to value30–90 days
HSEHS-05
LaterEmerging
Safety & EHS
Ergonomic/repetitive-motion risk
EHS/Operations teams often lack timely, connected evidence for ergonomic/repetitive-motion risk, creating delay, avoidable effort and inconsistent decisions.
Predict30–90 days
Value4/5
Feasibility3/5
Time to value30–90 days
ESENR-05
LaterEmerging
Energy & Sustainability
Sustainable production scheduling
Operations/ESG teams often lack timely, connected evidence for sustainable production scheduling, creating delay, avoidable effort and inconsistent decisions.
Optimize30–90 days
Value4/5
Feasibility3/5
Time to value30–90 days
From catalogue to business case
Not sure where to start?
A structured discovery session maps plant pain points, data readiness and value potential to a prioritized 90-day roadmap.