A global machinery manufacturer implemented an AI-powered data product to forecast part failures and proactively deliver maintenance recommendations. Built on Databricks Lakehouse with Unity Catalog, the solution analyzes machine usage and service intervals to automate parts forecasting and streamline fulfillment to boost equipment uptime and aftermarket performance across the dealer network.
INDUSTRY EXPERTISE
Manufacturing
Engineer Smarter Operations. Optimize at Scale.
Modernize platforms and drive continuous improvement to reduce cost, increase uptime, and unlock growth across production and supply chain operations.
0
X
Faster
Delivery
Delivery
0
%+
Reduction In
Downtime
Downtime
0
%
Improved
Time to Value
Time to Value
Reduce
Downtime
Predict failures and deliver parts before breakdowns happen.
Improve
Margins
Optimize pricing and cost models with AI-driven insights.
Increase
Visibility
- Forecast demand and assess supplier performance.
Enhance
Production Efficiency
Automate processes and optimize resource allocation.
PROVEN EXPERTISE
Modern Data Solutions for Manufacturing
We design and implement manufacturing-ready data architectures and AI solutions that reduce inefficiencies, enhance visibility, and drive faster, smarter decisions across the enterprise.
Data Platform
Optimization
Optimization
Optimize for speed, reliability, and cost control to support production analytics, OEE tracking, and governed scale across plants and regions.
Data Migration
Acceleration
Acceleration
Migrate production, quality, and ERP data from legacy systems to modern platforms like Databricks and Snowflake to enable unified visibility, lower total cost, and AI readiness.
AI-Enabled Data Product
Development
Development
Optimize pricing, predict warranty costs, and improve demand planning to give operators, planners, and commercial teams real-time decision support.
Cost & Margin
Intelligence
Intelligence
Deliver predictive models that monitor production costs, assess pricing impact, and prevent margin erosion to help finance and operations teams stay agile in volatile markets.
Featured CASE STUDY
RESULTS
Industrial OEM Boosts Uptime and Sales with Predictive Parts Intelligence
0
%+
Revenue
Growth
Growth
0
%+
Increase
Conversion Rates
Conversion Rates
0
%+
Growth In Aftermarket
Market Share
Market Share
0
%
Reduction In
Downtime
Downtime
USE CASES
PREDICTIVE PLANNING USE CASE
Predictive Parts Forecasting
Forecast part failures and deliver AI-driven recommendations to reduce downtime, optimize inventory, and drive aftermarket sales.
PRICING ANALYTICS USE CASE
Pricing Analytics & Optimization
Use machine learning to analyze elasticity, segment customers, & optimize pricing strategies for margin improvement & revenue growth.
PREDICTIVE COST USE CASE
Predictive Cost Modeling
Predict production and warranty costs at the SKU level to support product profitability and smarter pricing decisions before shipment.
PRODUCTION EFFICIENCY USE CASE
Production Efficiency & OEE Analysis
Track asset utilization, identify downtime drivers, and monitor overall equipment effectiveness (OEE) to improve plant performance.
DEMAND FORECASTING USE CASE
Demand Forecasting & Inventory Optimization
Use historical sales, external data, and supply chain signals to forecast demand, improve fulfillment, and reduce excess stock.
QUALITY ANALYSIS USE CASE
Product Quality Analysis
Analyze process data and quality metrics to detect root causes, predict defects, and drive continuous improvement.
PERFORMANCE ASSESSMENT USE CASE
Supplier Performance Assessment
Monitor and score supplier performance across delivery, quality, and responsiveness to improve sourcing decisions and mitigate supply chain risk.
Manufacturing Specialists
United States
119 West 24th St.
New York, NY
Brazil
Avenida Paulista, 1374
São Paulo, SP
Rua Patrício Farias, 131 Florianópolis, SC
Stay Connected
Get the latest updates and news delivered straight to your inbox.
© 2025 | Al Rights Reserved by Indicium