10 Game-Changing Use Cases for Data and AI

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10 Game-changing Use Cases for Data & AI

Five major industries have adopted Artificial Intelligence (AI) to solve real-world challenges — from capturing new markets to improving the patient experience.

Here’s a look at what’s possible.

Retail
This is how you gain

Demand forecasting

Forward-looking retailers use AI to forecast demand month by month and region by region. They combine real-time signals with historical data from point of sales systems, weather, and social media to predict what products will be needed and when. Challenges solved:

Challenges solved:

Inventory volatility
Inefficient/reactive supply chain operations
Lost retail revenue opportunities

Security upgrades

AI-powered video analytics turn existing surveillance infrastructure into a real-time operations engine – helping retailers detect safety risks, monitor traffic patterns, and optimize layouts without adding new hardware.

Challenges solved:

Blind spots in store safety and incident response delays
Limited visibility into shopper behavior
Manual, time-intensive audits of in-store operations

Inventory management

AI solutions offer real-time, highly accurate views of inventory levels — to help stores respond faster to demand shifts, reduce waste, and allocate resources more strategically.

Challenges solved:

Out-of-stock or overstock status
Inaccurate inventory data
Error-prone processes for counting inventory

Manufacturing
This is how you gain

Line quality control

Computer vision or AI visual intelligence is used to automate routine inspections and pinpoint defects immediately, leading to new levels of visibility and productivity.

Challenges solved:

High product defect rates on the line
Time-intensive processes for quality control
High return rates

Parts delivery

Digital twins — virtual representations that act as digital counterparts of a physical object or process — are drastically improving errors with real-time data.

Challenges solved:

Line downtime due to inefficient parts delivery
High labor costs

Client story

$10M saved the company in lost labor. For an automobile manufacturer, carts were loading parts inefficiently and getting into traffic jams in high-use areas. We built a digital twin of the factory floor, created an optimization algorithm for parts delivery — and saved the company $10 million in lost labor.

Health & life sciences
This is how you gain

Hospital labor optimization

Hospitals are using AI-platforms with real-time data integration across records and staffing systems, and IoT medical devices to help make faster decisions for patients, leading to more informed care.

Challenges solved:

Inefficient care coordination
Downtime between lab results and provider consultations
Lengthy patient stays
Low patient satisfaction

Automated document processing

AI-powered systems — using large language models — can intelligently extract, summarize, and validate data from complex documents like invoices, claims, and clinical notes, reducing the need for human review. Challenges solved:

Challenges solved:

Error-prone back-office processing
High capital costs across invoicing, claims management, ERP and more
High labor costs

Client story

We worked with a pioneering health care system to develop a machine learning driven support platform aimed at improving hypertension management. The solution provides personalized treatment recommendations, leading to an estimated 100 additional days of life per patient and annual healthcare savings of $2,000 for 20% of the hypertensive population.

We worked with Steward Health Care to create a length-of-stay monitoring system powered by real-time business data and analytics — reducing patient length of stay by 1.5 days and saving millions of dollars per hospital per year.

Financial services
This is how you gain

AI-enhanced customer agents

Financial institutions now deploy multimodal support AI agents that can engage across chat, voice, and social platforms to offer accurate, real-tim responses and personalized support 24/7.

Challenges solved:

Slow customer service response times
Lack of resources to capture new or untapped markets

Data science upskilling/enablement

Organizations like yours are turning to partners like Insight with MLOps and LLM expertise to help internal teams build, deploy and integrate AI models effectively—accelerating time to impact while maintaining governance.

Challenges solved:

Older patterns and legacy tools for data science
Constraints with small amounts of data
Error-prone deployments for code
Processes not repeatable

Client story

A financial services leader worked with Insight to integrate AI into its investment and trading platform — leading to a 72% increase in new millennial account openings at launch.

Energy

Infrastructure inspection

AI-enhanced and computer vision drone systems inspect hundred-acre areas for dust, encroachment, and more, using models with high accuracy for a complete view.

Challenges solved:

Error-prone processes (ground-level visual inspection)
Time-intensive processes

Predictive maintenance

Edge-deployed AI models monitor equipment health continuously — enabling early detection of failures and smarter maintenance scheduling to reduce unplanned downtime. Challenges solved:

Challenges solved:

Reactive repair crews in “firefighting mode”
High repair costs
Time-consuming maintenance

What will AI do for your business?

No matter where you are in your data and AI journey, Insight helps you move with clarity and purpose to identify high-impact use cases and turn strategy into measurable outcomes. This is how you gain clarity, momentum and efficiency. This is how you gain the lead.

Learn more

Infographic 10 Game-Changing Use Cases for Data and AI

Solve your problems smarter. We’ll help you discover what’s possible with AI.

10 Game-changing Use Cases for Data & AI

Retail
This is how you gain

Demand forecasting

Security upgrades

Inventory management

Manufacturing
This is how you gain

Line quality control

Parts delivery

Client story

Health & life sciences
This is how you gain

Hospital labor optimization

Automated document processing

Client story

Financial services
This is how you gain

AI-enhanced customer agents

Data science upskilling/enablement

Client story

Energy

Infrastructure inspection

Predictive maintenance

What will AI do for your business?

Discover more

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Video Revolutionary Power Solutions for AI’s Demands

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Infographic 10 Game-Changing Use Cases for Data and AI

Solve your problems smarter. We’ll help you discover what’s possible with AI.

10 Game-changing Use Cases for Data & AI

Retail This is how you gain

Demand forecasting

Security upgrades

Inventory management

Manufacturing This is how you gain

Line quality control

Parts delivery

Client story

Health & life sciences This is how you gain

Hospital labor optimization

Automated document processing

Client story

Financial services This is how you gain

AI-enhanced customer agents

Data science upskilling/enablement

Client story

Energy

Infrastructure inspection

Predictive maintenance

What will AI do for your business?

Discover more

TechTalk A New Era of Productivity: Copilot+ PCs Explained

Video Revolutionary Power Solutions for AI’s Demands

Client story AI to Save Millions in Costs & 100K+ Hours a Year

Related posts

Video Revolutionary Power Solutions for AI’s Demands

Client story AI to Save Millions in Costs & 100K+ Hours a Year

Blog Engaging With AI: How to Communicate With AI to Get the Most Out of It

Article Getting AI Unstuck: How to Win Over Your CFO and Scale With Confidence

Retail
This is how you gain

Manufacturing
This is how you gain

Health & life sciences
This is how you gain

Financial services
This is how you gain