# What Makes a Company Successful at Using AI?

Vijay D’Silva and Bruce Lawler

and

hbr.org

February 28, 2022

[AI](https://www.ketryx.com/learn/blog?tag=generative-ai)

## Table of Contents

[Section link](https://www.ketryx.com/blog/what-makes-a-company-successful-at-using-ai#)

[_This article originally appeared in Harvard Business Review on February 28, 2022._](https://hbr.org/2022/02/what-makes-a-company-successful-at-using-ai)

Vistra, a major U.S. power producer, had a problem. For its plants to operate efficiently, workers had to continuously monitor hundreds of different indicators, tracking temperatures, pressures, oxygen levels, and pump and fan speeds — and they had to make adjustments in real time. The process involved a huge amount of complexity, and it was too much for even the most skilled operator to get right all the time. To address this challenge, the plant installed an AI-powered tool — a heat-rate optimizer — that analyzed hundreds of inputs and generated recommendations every 30 minutes. Result: a 1% increase in efficiency. That may not sound like much, but it translates into millions in savings as well as lower greenhouse gas emissions.

Companies in a wide range of industries are trying to integrate analytics and data to improve their operations. Wayfair, the e-commerce company, was an early mover in shifting its data to the cloud and investing in machine learning. When Covid-19 hit, and rapid changes to consumer demand followed, it was able to optimize container ship logistics, continually adjusting what goods were sent to which ports. Result: an astonishing 7.5% reduction in inbound logistics costs.

‍

[Read the full article](https://hbr.org/2022/02/what-makes-a-company-successful-at-using-ai)

### Interview transcript

Vijay D’Silva and Bruce Lawler

### Explore Our Top Blog Posts

\\
\\
Traceability\\
**Why Change Impact Assessment Is the Hidden Bottleneck in Medical Device Development**\\
\\
Megan Mannino\\
\\
and \\
\\
•  \\
\\
February 19, 2026](https://www.ketryx.com/blog/change-impact-assessment-bottleneck)

\\
\\
News video\\
**Watch how Ketryx applies AI to automate compliance in regulated software**\\
\\
CIO\\
\\
and \\
\\
CIO\\
\\
•  \\
\\
February 11, 2026](https://www.ketryx.com/blog/watch-how-ketryx-applies-ai-to-automate-compliance-in-regulated-software)

\\
\\
In the News\\
**Use of AI in imaging paves the way for other medical devices**\\
\\
Ketryx\\
\\
and \\
\\
Boston Business Journal\\
\\
•  \\
\\
July 31, 2025](https://www.ketryx.com/blog/use-of-ai-in-imaging-paves-the-way-for-other-medical-devices)
