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Sftwtrs.AI logoSFTWTRS.AI ENTERPRISE AI · BIG DATA
BIG DATA AND ANALYTICS

From scattered records to one source of truth.

We design and build the data platforms that sit under every AI project: pipelines, lakes, graphs and dashboards that turn many systems into one clear picture.

SOURCES
ERP, MES, CRM, machines, sensors, tablets, files
INGEST
Batch and streaming pipelines with quality checks
STORE
Data lake, search index and WtrDB graph
INTELLIGENCE
Machine learning, LLMs and world models
EXPERIENCE
Dashboards, apps, alerts and agents
EXPECTED IMPACT FOR EACH SERVICETypical ranges from comparable deployments; results vary by site
Data lakes and lakehouses
Plant and business data on one platform
30 to 50% lower storage and compute cost
Data engineering pipelines
ETL, streaming and automated quality rules
40 to 60% fewer data quality incidents
Search and log analytics
OpenSearch for search, reporting and analytics
70 to 90% faster answers from logs and records
Edge data collection
Light agents on tablets, PCs and machines
70 to 90% less manual data entry on the floor
Dashboards and automated reports
Executive views, shift reports and LED boards
60 to 80% less time preparing reports
Industrial IoT and time series
Machine signals for OEE, energy and maintenance
20 to 40% less unplanned downtime
Geospatial and twin data
Spatial data for ports, cities and plants
40 to 60% faster twin data preparation
Machine learning and MLOps
Training, deployment and monitoring of models
50 to 70% faster model releases
Cloud data platforms
Azure-first, delivered alongside Microsoft
20 to 30% lower cost of data platforms
Commercial and market intelligence
Datasets on plants, assets and markets
30 to 50% less account research time
EXAMPLE PROJECT
Quality operations data lake for a Tier 1 press and weld supplier. A unified QC data lake on OpenSearch, collecting results from tablets and inspection machines, with automated reports and live LED boards outside the QC room.
Nilesh AI Systems Pvt Ltd · sftwtrs.aiExplore
Sftwtrs.AI logoSFTWTRS.AI ENTERPRISE AI · BIG DATA · HOW IT WORKS
BIG DATA AND ANALYTICS · HOW IT WORKS

One platform under every AI project.

Every dashboard, model and agent needs data that is collected once and checked once.

THE ARCHITECTURE
A lakehouse, layer by layer
Data is checked and curated once, then serves reports, models and agents.
60 to 80% less time preparing reports
DATA QUALITY
Quality checked on the way in
Bad records are stopped before any report.
40 to 60% fewer data quality incidents
INDUSTRIAL IOT
Time series from the shop floor
Signals become OEE and maintenance views.
20 to 40% less unplanned downtime
WHAT SETS OUR DELIVERY APART
Expected impact · typical ranges, results vary by site
Built on what you run
Azure, Power BI and Fabric
30 to 50% lower compute cost
Quality at every step
Rules, lineage and owners
50 to 70% less fixing bad data
Ready for AI
Shaped for graphs and agents
50 to 70% faster model releases
Nilesh AI Systems Pvt Ltd · sftwtrs.aiExplore

Let's build what comes next.

Tell us what you want to see, understand or protect better.

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