Company / Competitor

Stem

Mentioned in 1 AI use cases across 1 industries

Use Cases Mentioning Stem

real-estateanomaly-detection-and-alerting

AI-supported security and monitoring in managed buildings

Use AI-enabled monitoring tools to help property managers watch building safety and respond to risks more effectively.

energyanomaly detection and safety rule enforcement

AI-enabled protection and fault monitoring in supercapacitor management systems

Use AI and control software to watch for dangerous conditions in a supercapacitor pack and react before damage happens.

real-estateForecasting plus optimization plus monitoring automation

Smart property management with predictive maintenance, energy optimization, ESG monitoring, and tenant automation

AI helps buildings run smarter by predicting repairs, reducing wasted energy, tracking sustainability metrics, and automating tenant interactions.

technology-itDeterministic validation and anomaly detection over application behavior and business workflows

End-to-end automated testing across core insurance applications

Aegon uses software that automatically checks whether its business systems and screens still work correctly after changes, instead of relying heavily on people to test everything by hand.

aerospace-defensemultimodal data fusion and human decision support

NFO-led multi-platform sensor fusion and ISR interpretation

Instead of flying alone, a mission officer combines information from many aircraft and sensors to understand what is happening and tell the team what to do next.

miningtime-series forecasting plus probabilistic sensor-fusion risk reasoning

Cloud-based slope landslide early warning for open-pit coal mines

The mine uses many sensors to watch whether pit walls are starting to move, sends that data to the cloud, predicts what will happen next, and warns staff before a dangerous slope failure occurs.

retaildecision intelligence and task prioritization

Revenue-ranked shelf recovery task routing for store teams

After AI finds shelf problems, it decides which ones are costing the most money and sends the most important fixes to store staff first.

energyAnomaly detection and predictive forecasting for operations

AI-assisted predictive maintenance and fault-aware operation for photovoltaic systems

Use AI to watch data from solar equipment and spot problems early so operators can fix issues before the system loses power or fails.

energyoptimization and closed-loop control

Coordinated voltage optimization for CVR using smart inverters and legacy regulators

A utility can make the grid run at slightly lower voltage to save electricity, but too much rooftop solar makes voltage harder to manage. This workflow coordinates solar smart inverters with existing tap changers and capacitor banks so the utility can keep voltage in range and squeeze out more energy savings.

energyReal-time control and decision optimization

Dynamic energy management for battery-ultracapacitor UPS systems

An algorithm decides in real time when a UPS should draw fast burst power from an ultracapacitor versus steadier energy from a battery, so backup power stays stable and the battery is stressed less.

energyreal-time control optimization

Neural-network energy management for battery-supercapacitor hybrid storage in standalone PV systems

A neural network acts like a fast traffic controller that decides, almost instantly, whether the battery or the supercapacitor should handle incoming or outgoing power in a solar-plus-storage system.

aerospace-defenseClosed-loop autonomous control and sequential decision-making under uncertainty

Real-time model-based reinforcement learning for autonomous UAV navigation

A drone learns on the fly how to move through its environment by using a built-in model to quickly test actions before taking them.

energytime-series forecasting

AI-based river level forecasting for flood-risk and reservoir scenarios in the Rio Negro basin

An AI model learns from past river height and rainfall changes to predict how river levels may rise or fall, helping operators and authorities see flood-risk scenarios earlier.

agricultureinstance segmentation for visual quality inspection

Real-time post-harvest grape instance segmentation for quality assessment

An AI vision system looks at harvested grapes, separates each grape bunch or instance in the image, and helps judge quality quickly without relying only on human inspectors.

agriculturemultimodal reasoning and transfer learning

Precision crop management and decision support with multimodal foundation models

Instead of one AI per task, a larger model combines images, sensor readings, weather, and farm notes to help with many farm decisions.

ecommerceevent-triggered intervention

Behavior-triggered checkout rescue assistant

If a shopper seems stuck during payment, the store automatically opens a small help prompt at the right moment instead of waiting for the shopper to abandon the cart.

manufacturingtask automation

Proposed packaging-line automation to remove manual box prep and ergonomic risk

The team identified machines that could take over awkward manual tasks like bending, twisting, and preparing boxes, so workers can package faster and more safely.

manufacturingmulti-modal retrieval-grounded question answering

ManuRAG for manufacturing question answering across text, images, formulas, and tables

An AI assistant for manufacturing that can read mixed document types—written explanations, diagrams, equations, and tables—and answer questions more accurately by looking up the right evidence first.

energymultimodal forecasting

Hybrid renewable forecasting integrating wave with wind and solar

Predict wave power together with wind and solar so energy planners can better balance multiple renewable sources.

energydecision support

Utility EAM + MDM decision-support modernization

Utilities keep asset, maintenance, and inventory information in many systems. This partnership combines asset-management consulting with master-data tools so companies can clean up that information and make better operating decisions.

energymulti-horizon operational forecasting under uncertainty

AI-assisted grid reliability planning through proactive load and generation forecasting

If grid operators know earlier how much electricity people will need and how much wind or solar will produce, they can keep the lights on more reliably.

energysupervised learning approximation of optimization/control policy

ML-based optimal inverter dispatch for distribution grids

Use machine learning to tell smart power inverters how to behave so the local grid stays stable and efficient as conditions change.

manufacturinginformation extraction, requirement mapping, and gap analysis

Regulatory requirement and customer-need mapping for QMS planning

The system gathers what customers want and what regulators require, then makes sure the quality system is built to meet those needs.

energymultimodal prediction and optimization

Community-owned microgrid optimization using predictive analytics

A local energy cooperative uses forecasts about weather, farming, markets, and home usage to decide when to generate, share, and use electricity so the whole community benefits.

energyentity resolution and knowledge standardization

MRO master data cleansing and inventory intelligence

Green Bay Packaging cleaned up its spare-parts data so workers can find the right part faster, avoid duplicates, and manage storeroom inventory more accurately.

advertisingentity resolution

Standardized cross-platform ad creative ID for tracking and frequency management

Give every ad creative a standard label so different TV and streaming systems can recognize the same ad and count how often people saw it.

public-sector-tax-administrationanomaly detection and risk scoring over transactional networks

AI detection of shell invoicing companies for ICMS fraud enforcement

The tax authority uses AI to scan invoice behavior and flag companies that look fake or exist mainly to issue fraudulent invoices.

manufacturingInformation extraction and workflow automation

Automated inspection reporting and coding assistant for biotech surveillance inspections

An AI assistant fills in the right inspection codes, reporting sections, and system entries so inspectors or quality teams do not forget required paperwork for protein drug substance inspections.

energyTime-series forecasting and anomaly/extreme-event prediction

SIPEC AI for forecasting extreme climate events in Brazil

An AI system is being designed to predict droughts, floods, and other severe weather in Brazil much earlier, helping the country prepare before damage happens.

energysignal-based anomaly detection and equipment health classification

Programmable-controller condition monitoring for permanent magnet tidal stream turbine generators

A turbine’s built-in controller watches generator signals to spot early signs of faults, so operators can fix problems before the machine fails underwater.

public-sectorDocument understanding and workflow triage

AI-assisted benefit application review

AI helps government staff read benefit applications faster, pull out important details, and flag what needs attention so people can decide cases more quickly.

energyreal-time adaptive/robust control optimization

Robust turbine control selection for tidal stream energy conversion

Use advanced control algorithms to keep an underwater tidal turbine spinning at the right speed and producing stable power even when ocean currents change.

energyspatial decision support

Geolocated planning optimization for distributor electrification works

The system uses location data and unified records to show where unelectrified communities are, helping the government and utilities plan power-line and connection works better.

manufacturinganalytics augmentation and cross-functional decision support

Maintenance intelligence in centralized BI dashboards

Maintenance data is sent into company dashboards so finance, operations, and maintenance can all see the same numbers and make better decisions.

aerospace-defenseAutonomous planning, dynamic replanning, and course-of-action generation

Autonomous mission planning and dynamic replanning for UAV/UAS and air defense workflows

This is about using autonomy software so drones and defense systems can plan missions, adjust when conditions change, and keep operating with less human micromanagement.

energysequential decision-making under adversarial uncertainty

Online reinforcement learning control for tidal turbine systems under zero-sum disturbances

An AI controller learns in real time how to adjust a tidal turbine so it keeps working well even when ocean conditions act like an opponent trying to reduce performance.

energyaccuracy-latency trade-off optimization for multiclass classification

Resource-aware deployment of PQD classifiers for constrained monitoring environments

Different AI models can be chosen depending on whether you care more about speed and small size or the best possible accuracy when monitoring power disturbances.

agricultureimage classification

Automated fruit and vegetable image classification for sorting lines

A camera looks at produce on a sorting line and an AI model decides what item it is so machines can route it correctly.

energydecision optimization

AI-assisted redesign planning for off-grid rural electrification upgrades

An AI system helps planners figure out how to expand a village’s solar or off-grid power system as electricity needs grow, while reusing existing equipment and comparing upgrade options.

energyembedded application augmentation

Custom Seismic app and extension development

Developers can build apps that plug deeply into Seismic so teams can add custom features or connect Seismic to internal systems.

energyWorkflow automation / eligibility decisioning

Instant digital water-rights granting (outorga instantânea nato digital)

Instead of waiting through a long paper-heavy process, some water-use permits are intended to be issued instantly in a fully digital flow.

architecture-and-interior-designmaterial selection and lifecycle decision support

Circular façade component reuse planning with demountable terracotta tiles

The building skin uses tiles that can be removed, kept for a long time and reused later instead of being thrown away.

architecture-and-interior-designpredictive analytics with closed-loop data integration

AI-climate-building integrated workflow with real-time data coupling

This workflow connects AI tools with building information and live environmental data so designs can be tested and updated using more realistic climate inputs.

pharmaceuticalsbiotechsemantic retrieval and relevance ranking

LLM-assisted patient-to-clinical-trial matching

An AI system reads a patient description and clinical trial criteria, then finds and ranks the trials that best fit that patient.

architecture-and-interior-designdecision support and recommendation

AI-assisted low-carbon material and design decision support for sustainable buildings

AI helps designers compare materials and design choices to pick options that are greener and better suited for future climate conditions.

energytime-series forecasting

Machine-learning wave height forecasting for ocean renewable energy operations

Use AI to predict how big ocean waves will be so wave-energy systems can plan when to generate power and operate safely.

aerospace-defensehuman-in-the-loop decision gating

Human authorization and direction control workflow for autonomous weapon use

Even when a weapon system has autonomous features, the DoD requires people to authorize or direct its use in defined ways so machines are not acting without oversight.

energystructured transformation of network data into role-specific representations

Engineering design and schematic generation from a unified utility network

Use one network model to turn utility asset data into engineering designs, schematics, maps, and views that different teams can use without rebuilding the data each time.

energypredictive risk scoring and geospatial decision support

Coastal storm surge and erosion early-warning system for São Paulo beaches (SARIC)

A public system watches weather, tides, and waves for each beach in São Paulo and warns authorities up to 4 days before dangerous sea conditions can cause flooding, erosion, or storm damage.

energysupervised prediction / risk scoring

Deep-learning customer churn prediction for subscription utilities

An AI system studies customer account patterns and flags which customers are likely to leave soon, so the company can intervene before they switch providers.

insurancedocument understanding and structured data extraction

EVA AutoFill for quote/application data extraction from documents and voice

AI reads uploaded insurance documents, emails, and even voice call recordings, then fills quote fields automatically so agents do not have to type everything by hand.

energyDistributed coordination among constrained agents

Constraint-aware transactive energy coordination on distribution networks

Instead of everyone using electricity however they want, a local coordination system sends price or trading signals so homes, batteries, and other devices adjust usage and trading without breaking grid limits.

aerospace-defenseprobabilistic causal reasoning

FMEA-driven Bayesian fault detection and isolation for UAM electric propulsion systems

Engineers turn a vehicle’s failure checklist into a probability map so sensor readings can help infer which hidden fault is most likely happening before a breakdown occurs.

energyOperational decision support and real-time situational awareness

Utility outage management modernization for storm and blue-sky operations

PSEG deployed a new outage management system that gives staff near real-time information so they can decide faster where crews should go and restore power sooner.

energycontext-adaptive control for distributed energy systems

Smart solar inverter control for shaded rooftops, off-grid systems, and microgrids

A smarter inverter can keep solar power steadier in places where sunlight and electricity demand keep changing, like shaded homes, rural systems, or community microgrids.

energyOperational planning and decision support

Short-term electricity consumption scheduling for trading decisions

The portal collects expected electricity use for tomorrow and next week so traders can decide what energy to buy, sell, or arrange in short-term deals.

pharmaceuticalsbiotechprocess monitoring and automation

Real-time dashboards and eCTD publishing to compress safety-to-label cycle

Managers can see where every label change sits, and the system can publish submission packages directly, removing weeks of manual document assembly.

energyreal-time control optimization

Hybrid fuzzy + reinforcement learning power coordination for EV battery-supercapacitor HESS

An AI controller decides in real time how much work should be done by the battery versus the supercapacitor in an electric vehicle, so the battery gets less stressed during sudden power spikes.

energysupervised prediction for control-policy approximation within a hierarchical decision system

Supervised-learning hierarchical energy management for battery/ultracapacitor hybrid storage

An AI controller decides when a battery should provide energy and when an ultracapacitor should handle fast power bursts, so the system uses each device for what it does best.

energyreal-time monitoring, interpretable event classification, and visual decision support

Embedded smart-grid controller workflow for visualized PQ event monitoring in renewable-integrated microgrids

A controller in a small smart grid collects voltage and current signals, turns them into pictures and measurements, and shows operators what kind of power problem is happening so they can keep electricity stable.

energyevent-driven rules automation

Refund-triggered revocation of paid digital functionality

If Reddit reverses a payment, the app can automatically take back the paid feature from the user.

automotiveconstraint-based optimization and automated planning

Academic AI scheduler generating automotive production schedules in about two minutes

Instead of people spending a long time building factory schedules by hand, AI can create a workable plan in a couple of minutes.

energyTime-series failure prediction with unsupervised data grouping as preprocessing

Yaw brake wear prediction for offshore wind turbines using clustered controller data and LSTM

The system watches turbine controller signals to learn how yaw brake pads wear down, then estimates when they are likely to fail so operators can service them before a breakdown.

energycontextual and point anomaly classification

Wind turbine SCADA anomaly taxonomy and classification for operational context

Classify unusual turbine behavior into practical categories like downtime, curtailment, scattered bad readings, and high-wind derating so engineers know what kind of abnormal state they are seeing.

energymulti-agent sequential decision-making under economic incentives

Multi-microgrid peer-to-peer energy trading optimization

AI helps neighboring microgrids decide who should buy or sell electricity to each other and at what price, so less energy is wasted and local power is used more efficiently.

agricultureVisual inspection and binary quality classification followed by automated control action

Automated defect detection and grading for mangoes and tomatoes

A camera checks each fruit for visible defects, then a machine decides if it is good or bad and sends it to the right bin automatically.

agriculturecomputer vision classification with instance segmentation in a real-time inspection workflow

Real-time oleaster fruit grading on conveyor lines

A camera watches oleaster fruits move on a belt and an AI decides which quality grade each fruit belongs to, so workers do not have to judge every fruit by eye.

manufacturingpredictive monitoring and decision support

AI assistant for real-time defect prediction in glass container production

An AI helper watches glass bottle production from forming to inspection, spots patterns that mean defects are about to happen, and tells operators what to fix before bad bottles are made.

manufacturingComputer vision classification and rule-based defect/alignment detection in a real-time industrial control loop

Real-time machine vision inspection for ceramic relief alignment and defect classification

Cameras watch ceramic pieces on the grinding line and automatically decide whether each piece is aligned correctly and good enough to pack, or defective and should be flagged.

real-estatepredictive analytics + decision support optimization

AI decision support for property service optimization

An AI system watches building sensor data, maintenance history, and resident feedback to help property managers decide what to fix, when to allocate staff, and how to improve tenant experience.

energyconstrained optimization and decision support

AI-assisted scheduling of water treatment plant energy flexibility for distribution grid operations

Use software to decide when water treatment equipment should run so the grid stays balanced while water service is still delivered.

architecture-and-interior-designInformation retrieval and compliance resource navigation

Section 508 accessibility compliance resource hub for Autodesk products

Autodesk provides a central page that helps government and accessibility-focused users find product accessibility and compliance information for tools like Revit and AutoCAD.

consumerpersonalized recommendation/ranking

Deep-learning beauty product recommendation

An AI system suggests beauty products a person is likely to want, instead of making them search through many options manually.

aerospace-defensepredictive risk scoring

AI-assisted fleet sustainment and predictive maintenance prioritized by FAA failure-condition severity

Use AI to predict which aircraft parts or systems may fail soon, but rank and act on those predictions using the FAA’s safety categories so the most dangerous risks get attention first.

consumercross-modal consistency checking

Cross-modal inconsistency detection for misinformation triage

The AI looks for cases where the picture, video, and caption do not match, which can be a clue that a post is misleading.

healthcareMultivariate early warning prediction from continuously updated clinical data

Machine learning-based sepsis prediction across ED, ICU, and hospital floor units

An AI system watches patient vital signs and lab results to warn clinicians early when someone may be developing sepsis, so treatment can start sooner.

energyDecision support and dynamic risk scoring

Daily AI-assisted reservoir monitoring and drought response orchestration for Greater São Paulo

An intelligent monitoring setup watches all major reservoirs together every day and helps operators decide when to tighten water-saving actions, like reducing nighttime network pressure, before shortages get worse.

automotive-manufacturingSemantic segmentation for visual defect detection and real-time decisioning

Edge AI automated optical inspection for cast aluminum brake/caliper components

A camera system watches shiny metal car parts on a fast conveyor and uses a custom AI model to spot tiny cracks and surface defects, then automatically kicks bad parts off the line before they ship.

manufacturingidentity-linked profile matching for authorization

Operator qualification verification using HR talent profiles during shop-floor check-in

When a worker logs into a station and picks a job, the system checks their HR skill profile to make sure they’re approved for that exact task.

miningReal-time anomaly detection and risk scoring on streaming time-series sensor data

Real-time mine microseismic early warning with nonlinear threshold curves

Sensors listen for tiny underground rock noises, and a warning model checks whether the pattern looks dangerous so miners can be alerted before a bigger failure happens.

automotiveConstraint-based combinatorial optimization for production sequencing

Automotive OEM vehicle order sequencing optimization with APS

AI arranges the order cars should be built so the factory avoids bad mixes, long feature runs, and paint/color disruptions.

aerospace-defenseDecision support and information fusion

Battlefield decision-support AI

AI acts like a fast assistant that reviews battlefield information and suggests options to commanders.

manufacturingclosed-loop process optimization

Electromagnetic stirring control for aluminum reverberatory furnaces

Use an intelligent control system to run electromagnetic stirrers that keep molten aluminum moving evenly, so the furnace melts metal faster, wastes less energy, and creates less dross.

consumerimage-to-image synthesis

ADL-VTON virtual clothing try-on for online apparel shopping

An AI system lets shoppers see how clothes might look on a person image before buying, like a digital fitting room.

consumerRecommendation and ranking

Deep-learning cosmetics recommendation system

An AI system suggests cosmetic products to a user based on learned patterns, like a smart beauty assistant that recommends what may suit them.

pharmaceuticalsbiotechdocument intelligence and evidence extraction

AI-assisted evidence extraction for FDA Q13 continuous manufacturing guidance

An AI system reads the FDA’s Q13 guidance and pulls out the important regulatory facts teams need when designing or documenting continuous manufacturing processes.

public-sectorworkflow orchestration and decision-support analytics

Integrated federal award lifecycle platform for registration, opportunities, reporting, and contract data analysis

One government-run digital hub connects the steps of doing business with the federal government, so agencies and vendors do not have to use disconnected systems for registration, opportunities, reporting, and oversight.

public-sectoranomaly detection

AI-enabled Treasury check fraud detection and recovery

Treasury uses AI to quickly spot unusual patterns in government checks and warn banks before bad checks are cashed.

manufacturingProcess optimization and pattern discovery over manufacturing sequence data.

AI-driven optimization of AOI parameters and board-flow analysis

After reducing false alarms, Siemens wants to use AI to fine-tune inspection settings and study how good boards move through the line so problems can be prevented earlier.

pharmaceuticalsbiotechobject detection

Computer-vision particle inspection for continuously freeze-dried vials

A camera takes detailed pictures of each freeze-dried vial, and an AI model checks whether tiny foreign particles are present faster and more consistently than a human inspector.

manufacturingconstraint-based decision support

Tolerance-aware additive remanufacturing plan comparison on a STEP-NC platform

Before repairing a part, the system can check whether a chosen additive process will meet the required accuracy and compare it with other process options.

pharmaceuticalsbiotechclosed-loop dose-response optimization

AI-guided personalized Ibrutinib dose selection for Waldenström macroglobulinemia

An AI tool learned from one WM patient’s own treatment history and blood test results to suggest how much Ibrutinib he should take over time, instead of relying only on a one-size-fits-all dose.

energyconstrained optimization and market clearing

Distribution-network-constrained peer-to-peer energy trading among multiple microgrids

An optimization system lets neighboring microgrids buy and sell electricity directly with each other while checking that the local power network is not overloaded.

telecommunicationsrisk scoring with explanation

Explainable telecom customer churn prediction with soft-voting gradient boosting ensemble

The system looks at how customers use and pay for telecom services, predicts who is likely to leave, and explains why so retention teams can act before the customer churns.

energyProcess optimization for sustainability outcomes

Emissions-reducing port process optimization

By making ship handling faster and more coordinated, the port keeps vessels from wasting time and fuel, which cuts pollution.

entertainmentMultimodal classification and evidence fusion for credibility scoring

Multimodal credibility assessment for user-generated content on digital platforms

An AI system checks posts, videos, images, and related signals together to estimate whether online user content is trustworthy.

aerospace-defenseReal-time hazard detection and automated intervention control

Auto-GCAS automated ground-collision avoidance for fighter aircraft

If a pilot blacks out or gets overloaded, the aircraft can automatically stop itself from crashing into the ground.

energyinformation retrieval

Versioned utility cloud integration documentation for deployment planning

Oracle provides downloadable integration guides so utility teams can see how different cloud systems connect before they deploy or upgrade them.

pharmaceutical-manufacturingcompliance automation and exception detection

Sterile area exit monitoring compliance workflow

Before people leave a sterile room, the system makes sure required contamination checks are done and recorded so nothing gets skipped.

constructionMultivariate time-series classification

Heavy equipment activity recognition from accelerometer streams

Put small motion sensors on machines like rollers and excavators, then use AI to tell what task the machine is doing from its movement patterns.