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UTILITY MACHINE LEARNING & AI SOLUTIONS




MOSAIC HAS DEPLOYED AI, ML, AND ADVANCED ANALYTICS FOR THE FOLLOWING UTILITIES
USE CASES

AI-Driven Marketing
Intelligent Resource Planning and Allocution

Advanced Grid Analytics
Computer Vision | NLP

Treat Customers better with data-driven solutions from Mosaic.
Mosaic helps our customers make better operational decisions using AI & ML.

Mosaic uses AI to optimize generation efficiency with real time adjustments
across their assets.

Mosaic designs deep learning solutions that automate key busines processes.










PROOF OF CONCEPT &
PRODUCTION-GRADE SOLUTIONS:

 * Predictive Workforce Planning
 * Inform Efficient Supply Chain Actions
 * Renewables Market & Trend Forecasting
 * Dynamic Supply and Demand Planning

5 customer solutions with this use case



PROOF OF CONCEPT &
PRODUCTION-GRADE SOLUTIONS:

 * Identify & Classify Objects with Drone Data
 * Extract Text Insights from Customer Interactions
 * Extract Images & Text from Scanned Documents
 * Automated Vegetation Management

10+ customer solutions with this use case



PROOF OF CONCEPT &
PRODUCTION-GRADE SOLUTIONS:

 * ML-Driven Customer Segmentation
 * Customer Churn Predictions
 * Renewables Integration
 * Identify Growth Markets & Products

7 customer solutions with this use case



PROOF OF CONCEPT &
PRODUCTION-GRADE SOLUTIONS:

 * Voltage Anomaly Detection
 * Predictive Maintenance
 * Optimize Routing Decisions
 * Load Forecasting / Yield Optimization

5 customer solutions with this use case






FEATURED UTILITIES CLIENTS




MOSAIC HAS COMPILED OUR INDUSTRY EXPERTISE INTO A MACHINE LEARNING PLAYBOOK FOR
UTILITIES.

Download It Here


AI CHANGES EVERYTHING FROM UTILITIES’ CUSTOMER ENGAGEMENT TO STREAMLINING
OPERATIONS

Artificial intelligence and machine learning are beginning to demonstrate some
of their most impactful effects on every aspect of a utility’s business. Power,
water, wind, and natural gas operators are increasingly leaning on AI to inform
their operational & strategic decisions.

The Utility Analytics Institute conducted a survey of 42 major utilities focused
on an assessment of the analytics maturity taking place within the utility. UAI
asked the utilities to rate their company’s ability to process data with the
tools and technologies available to them. After reviewing the results, UAI said,
“In terms of whether analytics toolsets meet enterprise needs, most responses
fell in the poor/limited and good categories.” Clearly, there is a need for
user-friendly methods for managing data.

Mosaic can be that data science partner to help you ascend the analytics
maturity curve quickly. Whether you need support identifying quick win
opportunities, executing on those opportunities, or raising the organizational
level of comfort around AI or ML – Mosaic has you covered. After working for
several customers in the utility world, we feel very confident in being able to
design & deploy effective utility machine learning solutions & that bring value
to any area of the business.  

Our data science team is adept at developing machine learning models across the
advanced analytics spectrum, especially for utilities and energy companies. We
have worked multiple client engagements where we develop a suite of tools and
capabilities that facilitate ongoing learning from data to bring continuous
value through machine learning and artificial intelligence. Additionally, Mosaic
excels at innovation, working collegially and interactively with our utility
clients to build innovative solutions. This expertise and comfort with
thoughtfully applying the tools and techniques of data science to varied and
unique business needs set us apart.

Working together, we have succeeded in developing and disseminating new and
advanced approaches, tools and models across large utilities and oil & gas
firms. Some of our energy and utility clients include Exelon, Alliant Energy,
LG&E, PPL, Spire Energy, Suez, Suburban Propane, and so we demonstrate breadth
and depth across electricity, water, and natural gas distribution.


UTILITIES SOLUTION SHEET

Don’t have time to review right now? Download our utilities machine learning
solutions sheet.

Click Here


UTILITY SUCCESS STORIES

--------------------------------------------------------------------------------


AUTOMATING ASSET RECOGNITION & INSPECTION WITH COMPUTER VISION

Computer vision offers significant cost savings by way of scalability and
automation. Collecting a large set of image data is only the first step. The
true art of any AI application comes down to how a data scientist can tune AI to
accurately label what is in the image set. Utility organizations can tune AI to
automatically identify infrastructure defects, security threats or weather
events as it relates to their operations.    

Learn More


REDUCING GREENHOUSE GAS EMISSIONS WITH DATA SCIENCE

Recent initiatives by leaders across all industries have brought numerous new
commitments to zero carbon emission goals and an accompanying surge in
construction of wind and solar generation over the next few decades. Not
surprisingly, machine learning & advanced analytics can play a large role in
assisting utilities and their customers with insights and recommendations on
meeting these targets. 

Learn More


PROBABILISTIC ELECTRICITY CONSUMPTION FORECASTING

Machine learning provides an excellent avenue for predicting future energy
consumption. Accurate insights can provide critical insights into variables
affecting the demand, providing decision-makers with an opportunity to address
these levers. Forecasts also provide a benchmark to identify anomalous behavior,
either high/low consumption, and alert managers to faults within the building.

Learn More


VOLTAGE ANOMALY DETECTION

Like any energy company, they work to keep their electricity grid running
optimally while meeting sustainability and customer satisfaction objectives.
They wanted to leverage data generated by their smart meters to identify voltage
anomalies occurring in their network to efficiently route the correct resources
to address these problems. The company had collected quite a bit of sensor
information but required a data science partner to turn this raw data into
actionable information that their distribution engineering team could consume
and respond to in real time. 

Learn More

> “What I like about Mosaic is that you actually do data science, too many times
> we work with other vendors who say they do but in reality, focus on data
> engineering.”
> 
> DAta Science Team Manager at a Leading Energy Company

Email Us

info@mosaicdatascience.com

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