MSME manufacturing
Start with one operational decision.
Use available spreadsheets, machine data or existing applications to improve one plant, line or department before expanding.
Focused scope · Assisted start · Modular adoption
Manufacturers Worldwide
Industrial intelligence that scales from one plant to a global manufacturing network.
For MSME, mid-market and global enterprise manufacturers, Dataviss provides one evidence layer across discrete and process operations. Start with one decision and scale across departments, plants and regions while existing systems remain in place.
One governed view12 sites
Evidence-backed findingCross-plant variance ready for review
Built for Every Manufacturing Scale
Choose your starting point. Keep the same architecture as you scale.
Dataviss changes the implementation scope—not the core intelligence model—so manufacturers can begin pragmatically and expand without starting again.
Mid-market manufacturing
Standardise intelligence as operations grow.
Connect functions and repeat proven use cases across multiple plants while retaining the ERP, MES, SCADA, QMS and BMS already in place.
Multi-function · Multi-plant · Repeatable rollout
Global enterprise manufacturing
Govern decisions across sites and regions.
Create a consistent intelligence layer across complex system landscapes with enterprise access, deployment and human-governance requirements.
Multi-site · Multi-region · Governed architecture
01 · Manufacturing model
Discrete manufacturing
Intelligence across individual parts, machines, lines, inspections and assemblies—where product identity, routing, cycle time and traceability define performance.
Operating flow
Part → Operation → Inspection → Assembly → Finished product
Throughput variance−6.8%
Evidence-backed findingConstraint isolated to Line 03
Representative industries
Automotive OEMAuto componentsEV and battery assemblyElectronics and EMSHeavy engineeringIndustrial equipmentConsumer durables
Department-by-department analyst coverage
Plant leadership and finance
Daily Business Analyst
IQVISS
- Locate margin leakage by plant, line, product or customer
- Connect throughput, scrap, downtime and overtime to EBITDA
- Prepare evidence-backed daily and weekly operating reviews
Typical evidence
ERP · MES · Costing · Finance · Plant KPIs
Production and industrial engineering
Production Intelligence
IQVISS
- Detect cycle-time drift, bottlenecks and schedule variance
- Compare OEE, throughput and changeover performance by shift
- Identify the operating conditions behind lost output
Typical evidence
MES · SCADA · PLC · Historian · Production plans
Quality and customer quality
Daily Quality Analyst
QAI
- Prioritise rejection, rework and customer-risk deviations
- Connect defect patterns to machine, material, shift and supplier
- Check whether corrective actions reduced recurrence
Typical evidence
QMS · SPC · NCR · CAPA · PFMEA · PPAP · Warranty
Maintenance and reliability
Maintenance Intelligence
IQVISS
- Find recurring equipment losses and chronic stoppages
- Relate maintenance events to throughput and quality impact
- Prioritise investigations using frequency and business exposure
Typical evidence
CMMS · SCADA · Alarms · Historian · Downtime logs
Supply chain and inventory
Inventory and Supply Analyst
IQVISS
- Identify excess, ageing, slow-moving and shortage exposure
- Connect material availability to production and service risk
- Prioritise working-capital decisions across plants
Typical evidence
ERP · MRP · Inventory · Purchase · Supplier data
Facilities, energy and utilities
Daily Facility and Utility Analyst
FaciliVISS Analyst
- Detect consumption above operating baseline
- Find compressed-air, HVAC and idle-load inefficiency
- Normalise energy and utility use against production
Typical evidence
BMS · Meters · HVAC · Compressors · Water · Tariffs
Visual inspection and traceability
Visual Quality Intelligence
DatVision AI Analyst
- Analyse recurring surface, assembly and presence defects
- Connect visual exceptions to product, line, batch and shift
- Review OCR, code, label and traceability failures
Typical evidence
Images · Cameras · PLC · Product codes · QMS
02 · Manufacturing model
Process manufacturing
Intelligence across raw materials, recipes, process conditions, batches and continuous operations—where yield, stability, quality and resource intensity define performance.
Operating flow
Raw material → Recipe → Process conditions → Batch → Finished product
Batch yield drift−3.1%
Evidence-backed findingTemperature window linked to yield loss
Representative industries
ChemicalsPharmaceuticalsFood and beverageMetals and foundriesCement and building materialsPulp and paperSpeciality materials
Department-by-department analyst coverage
Plant leadership and finance
Daily Business Analyst
IQVISS
- Explain yield, throughput and energy impact on contribution
- Compare performance across units, products and sites
- Prepare a management brief from operating and financial evidence
Typical evidence
ERP · Production accounting · Costing · Plant KPIs
Process and production operations
Process Operations Intelligence
IQVISS
- Detect yield loss, batch variability and process drift
- Relate temperature, pressure, flow and recipe conditions to output
- Identify constraints affecting throughput and cycle time
Typical evidence
DCS · SCADA · Historian · Batch · Recipe · Lab
Quality, laboratory and compliance
Daily Quality Analyst
QAI
- Prioritise out-of-specification and out-of-trend investigations
- Connect lab results with raw material and process conditions
- Monitor deviation and CAPA recurrence across batches
Typical evidence
LIMS · QMS · OOS/OOT · CAPA · Batch records · Complaints
Maintenance and asset reliability
Asset and Maintenance Intelligence
IQVISS
- Identify chronic equipment and instrumentation losses
- Relate asset behaviour to process stability and yield
- Prioritise reliability work using operational consequence
Typical evidence
CMMS · DCS · Alarms · Condition data · Work orders
Materials, planning and inventory
Materials and Inventory Analyst
IQVISS
- Identify raw-material variability and lot-related exposure
- Monitor ageing, shelf-life and slow-moving inventory
- Connect material constraints to batch and delivery plans
Typical evidence
ERP · MRP · Lots · Shelf life · Supplier · Warehouse
Utilities, EHS and sustainability
Daily Utility and Sustainability Analyst
FaciliVISS Analyst
- Track energy, steam, water and utility intensity per unit
- Detect abnormal base load, losses and operating drift
- Connect resource consumption to process demand and production
Typical evidence
Meters · Boilers · Steam · Water · Effluent · Emissions
Packaging and visual quality
Visual Quality Intelligence
DatVision AI Analyst
- Analyse packaging, seal, fill-level and label exceptions
- Connect visual defects to batch, SKU, line and operating window
- Review code readability and traceability patterns
Typical evidence
Line images · Labels · Codes · Fill/pack data · QMS
One operating architecture
The Analyst changes by department. Your systems of record do not.
Dataviss works across ERP, MES, DCS, SCADA, historians, QMS, LIMS, BMS, CMMS, databases and spreadsheets. EdgeVISS is introduced only where machine or utility data must be connected, commissioned and verified.
01
Existing systems
Remain the source of operational evidence
02
EdgeVISS when needed
Makes trapped industrial data usable
03
Specialist AI Analyst
Connects evidence and prepares the brief
04
Department owner
Validates, decides and acts
Start with one department and one decision
See which Analyst fits your plant.
Bring a real dataset, recurring review or operational question.