Use Cases

Real results, in organizations like yours.

Every case starts from a real business problem. Filter by industry or by solution to find the one closest to your own challenge.

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 cases
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Demand forecasting with 35% higher accuracy
Retail
Supply Chain, Sales

Demand forecasting with 35% higher accuracy

Forecast demand by SKU and store with machine learning to reduce stockouts, overstock and shrink in retail.

Result:
Knime, Alteryx
Inteligencia Artificial
Retail
Supply Chain
Sales
Knime
Alteryx
Fewer unplanned stoppages on the plant floor
Manufactura
Supply Chain

Fewer unplanned stoppages on the plant floor

Anticipate equipment failures with predictive maintenance and monitor OEE in real time to reduce unplanned downtime in manufacturing.

Result:
Tableau
Smart Factory
Manufacturing
Supply Chain
Tableau
From a 10+ day close to a 2–4 day close
Seguros
Finance

From a 10+ day close to a 2–4 day close

Automate multi-entity, multi-currency financial consolidation and financial forecasting to speed up the accounting close at insurers.

Result:
Planful
Planeación y Consolidación
Insurance
Finance
Planful
A single definition for critical metrics
Gobierno
Finance

A single definition for critical metrics

Standardize KPI definitions with a data dictionary and a RACI data governance model so every department reports the same way.

Result:
Boomi
Gobierno de Datos
Government
Finance
Boomi
Real-time operational visibility
Transportación y Logística
Supply Chain

Real-time operational visibility

Integrate parcel delivery operating systems into a single source of truth with dashboards to catch deviations before they affect customers.

Result:
Tableau, Boomi
Data and Analytics
Transportation and Logistics
Supply Chain
Tableau
Boomi
Advanced analytics on a cloud foundation
Banca
Finance

Advanced analytics on a cloud foundation

Migrate on-premise data infrastructure to the cloud to enable risk models, anomaly detection and new AI projects in banking.

Result:
Google
Cloud Infrastructure
Banking
Finance
Google
Customer segmentation for effective campaigns
Productos de Consumo
Marketing, Sales

Customer segmentation for effective campaigns

Segment customers with unified sales and touchpoint data to target campaigns by value and improve returns in consumer products.

Result:
Tableau, Knime
Data and Analytics
Consumer Products
Marketing
Sales
Tableau
Knime
Data adoption across the organization
Manufactura
Human Resources

Data adoption across the organization

Drive data adoption with role-based training and internal Data Champions so the organization uses its tools and makes data-driven decisions.

Result:
Google
Data and AI Academy
Manufacturing
Human Resources
Google
Fraud detection that cuts false positives by 60–80%
Banca
Risk, Compliance

Fraud detection that cuts false positives by 60–80%

Prioritize fraud and AML alerts with machine learning to reduce false positives and focus reviews on truly high-risk cases in banking.

Result:
Knime, Alteryx
Inteligencia Artificial
Banking
Risk
Compliance
Knime
Alteryx
Early warning that anticipates portfolio deterioration
Banca
Risk

Early warning that anticipates portfolio deterioration

Anticipate credit portfolio deterioration with an early warning model and machine learning PD, LGD and EAD scoring in banking.

Result:
Knime, Google
Inteligencia Artificial
Banking
Risk
Knime
Google
A 360° customer view on a single screen
Banca
Sales, Risk

A 360° customer view on a single screen

Brings transactions, products, risk and interactions into a 360-degree customer view to drive credit, retention and cross-sell decisions in banking.

Result:
Tableau, Boomi
Data and Analytics
Banking
Sales
Risk
Tableau
Boomi
The bank's executive dashboard on a single screen
Banca
Finance, Risk

The bank's executive dashboard on a single screen

Brings a bank's loan portfolio, deposits, profitability and risk into an executive dashboard with up-to-date data and alerts on deviations.

Result:
Tableau
Data and Analytics
Banking
Finance
Risk
Tableau
Regulatory reporting from weeks to hours
Banca
Compliance, Finance

Regulatory reporting from weeks to hours

Automates regulatory reporting to CNBV, Banxico and CONDUSEF by integrating data from multiple systems to produce reports in hours, not weeks.

Result:
Boomi, Tableau
Data and Analytics
Banking
Compliance
Finance
Boomi
Tableau
A single definition of customer, risk and profitability
Banca
Risk, Compliance

A single definition of customer, risk and profitability

Sets one version of customer, risk and profitability across the bank with data governance: a data dictionary, clear owners and lineage for every figure.

Result:
Boomi
Gobierno de Datos
Banking
Risk
Compliance
Boomi
Demand forecasting by SKU, channel and region
Productos de Consumo
Supply Chain, Sales

Demand forecasting by SKU, channel and region

Forecasts demand by SKU, channel and region with machine learning and external variables to align sales, production and supply chain.

Result:
Knime, Alteryx
Inteligencia Artificial
Consumer Products
Supply Chain
Sales
Knime
Alteryx
Trade promotion ROI visible for every event
Productos de Consumo
Marketing, Sales

Trade promotion ROI visible for every event

Measures trade promotion ROI by event, category, channel and customer with analytics and AI to make promotional investment decisions with data.

Result:
Knime, Tableau
Inteligencia Artificial
Consumer Products
Marketing
Sales
Knime
Tableau
Dynamic pricing with elasticity models
Productos de Consumo
Sales, Marketing

Dynamic pricing with elasticity models

Adjusts prices by channel, region and competition with machine learning elasticity models to protect margin and volume in consumer goods.

Result:
Knime, Alteryx
Inteligencia Artificial
Consumer Products
Sales
Marketing
Knime
Alteryx
Sell-in, sell-out and inventory in a single source
Productos de Consumo
Sales, Finance

Sell-in, sell-out and inventory in a single source

Integrates sell-in, sell-out, inventory and margin in a single data source so sales, supply chain and finance decide with the same number.

Result:
Tableau, Boomi
Data and Analytics
Consumer Products
Sales
Finance
Tableau
Boomi
Early stockout alerts by distribution center
Productos de Consumo
Supply Chain

Early stockout alerts by distribution center

Monitors inventory and days of coverage by distribution center with early alerts for stockouts and overstock to protect the fill rate.

Result:
Tableau
Data and Analytics
Consumer Products
Supply Chain
Tableau
Real-time OEE and shrinkage control
Productos de Consumo
Supply Chain

Real-time OEE and shrinkage control

Measures OEE by line, shift and SKU and controls waste in real time, connecting plant losses with their impact on margin.

Result:
Tableau
Smart Factory
Consumer Products
Supply Chain
Tableau
More precise targeting of social programs
Gobierno
Planning

More precise targeting of social programs

Identifies the target population of social programs with machine learning and cross-matches beneficiary rolls across agencies to detect duplicates.

Result:
Knime, Alteryx
Inteligencia Artificial
Government
Planning
Knime
Alteryx
Detecting irregularities in public spending
Gobierno
Compliance, Finance

Detecting irregularities in public spending

Uses AI to detect atypical patterns in public procurement, contracts, and payments, generating early alerts before any damage is done.

Result:
Knime
Inteligencia Artificial
Government
Compliance
Finance
Knime
Smart cross-checking of registries across agencies
Gobierno
Planning, Compliance

Smart cross-checking of registries across agencies

Uses AI to cross-match beneficiary rolls across government programs and agencies, eliminating duplicates and targeting resources where most needed.

Result:
Alteryx, Boomi
Inteligencia Artificial
Government
Planning
Compliance
Alteryx
Boomi
Executive dashboard for budget execution and programs
Gobierno
Finance, Planning

Executive dashboard for budget execution and programs

Shows budget execution, program progress, and impact indicators by government agency in real time on a single executive dashboard.

Result:
Tableau
Data and Analytics
Government
Finance
Planning
Tableau
Transparency ready for SIPOT and official reports
Gobierno
Compliance

Transparency ready for SIPOT and official reports

Automates information for SIPOT, quarterly reports, and public information requests in government, producing it in hours instead of weeks.

Result:
Tableau, Boomi
Data and Analytics
Government
Compliance
Tableau
Boomi
Social programs: actual vs. target beneficiaries
Gobierno
Planning

Social programs: actual vs. target beneficiaries

Uses analytics to measure actual beneficiaries against the target population, geographic coverage, and duplication across social programs in one dashboard.

Result:
Tableau
Data and Analytics
Government
Planning
Tableau
Predictive maintenance that anticipates failures
Manufactura
Operations

Predictive maintenance that anticipates failures

Anticipates critical equipment failures with predictive maintenance based on vibration, temperature, and power use to prevent manufacturing line stoppages.

Result:
Knime, Alteryx
Inteligencia Artificial
Manufacturing
Operations
Knime
Alteryx
Predicting quality before the defect happens
Manufactura
Operations

Predicting quality before the defect happens

Predicts quality defects during the process with machine learning and adjusts production parameters to reduce scrap and rework in manufacturing.

Result:
Knime
Inteligencia Artificial
Manufacturing
Operations
Knime
Demand forecasting to plan production
Manufactura
Supply Chain

Demand forecasting to plan production

Forecasts demand by SKU with machine learning to drive the production plan and reduce stockouts and overstock in manufacturing.

Result:
Knime, Alteryx
Inteligencia Artificial
Manufacturing
Supply Chain
Knime
Alteryx
Real-time OEE by line, shift and product
Manufactura
Operations

Real-time OEE by line, shift and product

Measures OEE in real time by line, shift, and product, with automatic alerts when a line falls below standard in a manufacturing plant.

Result:
Tableau
Smart Factory
Manufacturing
Operations
Tableau
Real production cost by part, order and customer
Manufactura
Operations, Finance

Real production cost by part, order and customer

Calculate the actual production cost per part, order and customer by integrating MES and SCADA with the ERP to set prices and margins in manufacturing.

Result:
Tableau, Boomi
Smart Factory
Manufacturing
Operations
Finance
Tableau
Boomi
Full traceability from raw material to product
Manufactura
Operations

Full traceability from raw material to product

Connect raw material lots, production and finished goods for end-to-end lot traceability and audits prepared in hours in manufacturing.

Result:
Tableau
Smart Factory
Manufacturing
Operations
Tableau
Real promotional ROI: incremental sales, cannibalization and forward buying
Retail
Marketing, Sales

Real promotional ROI: incremental sales, cannibalization and forward buying

Measure the true ROI of every retail promotion with AI: incremental sales, cannibalization and forward buying, to invest only in those that build margin.

Result:
Knime, Tableau
Inteligencia Artificial
Retail
Marketing
Sales
Knime
Tableau
Dynamic pricing by product and channel
Retail
Sales, Marketing

Dynamic pricing by product and channel

Calculate the optimal price by product and channel with machine learning, based on price elasticity of demand and competitor prices in retail.

Result:
Knime, Alteryx
Inteligencia Artificial
Retail
Sales
Marketing
Knime
Alteryx
Churn prediction and personalization by segment
Retail
Marketing

Churn prediction and personalization by segment

Predict which loyalty program customers are at risk of leaving and trigger personalized offers by segment with machine learning in retail.

Result:
Knime, Tableau
Inteligencia Artificial
Retail
Marketing
Knime
Tableau
Shrinkage monitoring by type: theft, expiration and error
Retail
Operations

Shrinkage monitoring by type: theft, expiration and error

Monitor retail shrink by type, whether theft, expiration or administrative error, in real time with alerts before it hits margin.

Result:
Tableau
Data and Analytics
Retail
Operations
Tableau
Every store's status on a single screen
Retail
Operations

Every store's status on a single screen

See every store's status on a single screen: available inventory, pricing and promotion execution in real time for retail.

Result:
Tableau, Boomi
Data and Analytics
Retail
Operations
Tableau
Boomi
Fraud detection that prioritizes real cases
Seguros
Operations, Risk

Fraud detection that prioritizes real cases

Detect insurance claims fraud with AI and network analysis, prioritize suspicious cases and reduce false positives before payment.

Result:
Knime, Alteryx
Inteligencia Artificial
Insurance
Operations
Risk
Knime
Alteryx
Early alerts on deteriorating loss ratios
Seguros
Risk

Early alerts on deteriorating loss ratios

Anticipate loss ratio deterioration by line of business, region and coverage with machine learning and early warnings for insurers.

Result:
Knime
Inteligencia Artificial
Insurance
Risk
Knime
Dynamic underwriting scoring
Seguros
Operations, Risk

Dynamic underwriting scoring

Assess underwriting risk in insurance with a machine learning score and up-to-date external data to quote faster with consistent criteria.

Result:
Knime, Alteryx
Inteligencia Artificial
Insurance
Operations
Risk
Knime
Alteryx
Intelligent claims processing
Seguros
Operations

Intelligent claims processing

Uses AI to extract data from claim files, invoices and medical records and classifies each claim by severity and fraud risk to process it faster.

Result:
Knime
Inteligencia Artificial
Insurance
Operations
Knime
Retaining high-value policyholders
Seguros
Sales

Retaining high-value policyholders

Uses machine learning to identify high-value policyholders at risk of not renewing and triggers retention offers at the right time.

Result:
Knime, Tableau
Inteligencia Artificial
Insurance
Sales
Knime
Tableau
Real technical profitability by line, channel and agent
Seguros
Finance, Risk

Real technical profitability by line, channel and agent

Measures underwriting result, combined ratio and margin by line of business, channel and agent to decide where to grow based on true profitability.

Result:
Tableau, Boomi
Data and Analytics
Insurance
Finance
Risk
Tableau
Boomi
Loss ratio dashboard: frequency, severity and IBNR
Seguros
Risk

Loss ratio dashboard: frequency, severity and IBNR

Shows frequency, severity, IBNR and premium adequacy by product and region in one dashboard to explain any rise in the loss ratio in time.

Result:
Tableau
Data and Analytics
Insurance
Risk
Tableau
Route optimization: fewer empty miles
Transportación y Logística
Operations, Supply Chain

Route optimization: fewer empty miles

Uses AI to optimize routes and trip assignment to reduce empty kilometers, consolidate loads and make better use of the fleet in transportation and logistics.

Result:
Knime, Alteryx
Inteligencia Artificial
Transportation and Logistics
Operations
Supply Chain
Knime
Alteryx
Predictive fleet maintenance
Transportación y Logística
Operations

Predictive fleet maintenance

Anticipates engine, brake and tire failures with AI-based predictive maintenance to avoid on-road breakdowns, towing and penalties in trucking.

Result:
Knime
Inteligencia Artificial
Transportation and Logistics
Operations
Knime
Detecting abnormal diesel consumption
Transportación y Logística
Operations, Finance

Detecting abnormal diesel consumption

Uses AI to detect abnormal diesel consumption by unit, route and driver to identify possible fuel leaks or fuel theft in transportation fleets.

Result:
Knime, Alteryx
Inteligencia Artificial
Transportation and Logistics
Operations
Finance
Knime
Alteryx
Dynamic pricing based on real operating cost
Transportación y Logística
Sales, Finance

Dynamic pricing based on real operating cost

Uses AI to recommend freight rates based on true operating cost and market conditions so trips are never quoted below cost.

Result:
Knime
Inteligencia Artificial
Transportation and Logistics
Sales
Finance
Knime
Real profitability by customer, route and trip
Transportación y Logística
Finance

Real profitability by customer, route and trip

Integrates fuel, tolls, driver and maintenance costs to measure cost per km and true margin by customer, route and trip in transportation and logistics.

Result:
Tableau, Boomi
Data and Analytics
Transportation and Logistics
Finance
Tableau
Boomi
Real-time fleet and delivery visibility
Transportación y Logística
Operations

Real-time fleet and delivery visibility

Centralizes fleet location, on-time delivery and delay alerts in one dashboard to give logistics operations real-time visibility.

Result:
Tableau
Data and Analytics
Transportation and Logistics
Operations
Tableau
Orlando F.Daniela V.
Orlando F.
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