• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
Some Fortune Crypto pricing data is provided by Binance.
CommentaryBlockchain

A.I. exploded in popularity because it’s so easy to use. Here’s what blockchain developers can learn from that

By
William Mougayar
William Mougayar
Down Arrow Button Icon
By
William Mougayar
William Mougayar
Down Arrow Button Icon
June 9, 2023, 5:30 AM ET
Illustration of a data stream
When it comes to ease of use, there's a chasm between A.I. and blockchain techs.Eduard Muzhevskyi—Science Photo Library via Getty Images
Add Fortune on Google for similar content.

As soon as the word “blockchain” is uttered, speculation about cryptocurrency prices springs to mind. In contrast, initial thoughts about artificial intelligence revolve around what users are already doing with it.

That stark disparity alone is enough to make many blockchain enthusiasts, such as myself, incredibly jealous.

What can the blockchain learn from A.I. given that adoption of A.I. is off to such an impressive start?

To answer that question, let’s review the similarities and differences between the two sectors. 

First, a quick summary of the parallels between their evolution.

Both A.I. and the blockchain have brought transformative advancements in technology and garnered significant market attention.

With the blockchain, the fundamental innovation was the seamless peer-to-peer transfer of digital assets, independent of intermediaries. With A.I., machine learning and its languages are pivotal elements revolutionizing the application of knowledge everywhere.

With so many imaginable use cases, these two technologies have sparked the interest of millions. Both industries are fast-growing, with the potential to create millions of jobs as thousands of new businesses have already attracted billions of dollars in investments.

In the past decade, both technologies have significantly matured and evolved, offering equal potential to reach billions of people. But the similarities end there.

A.I. has done much better pertaining to market introduction and user adoption.

A.I.’s consumer experience is more elegant but also simpler. For example, OpenAI’s ChatGPT has spawned the creation of dozens of applications for every possible sector. A user doesn’t need to download anything or have specialized knowledge about machine learning or natural language processing. Often, users can try a new product without even formally signing up.

A.I. technology has done an excellent job of appealing to developers who want to inject their applications with its power. The APIs offered are generally simple to understand and functional, from start to finish. Notable ones from OpenAI, Google, Microsoft’s Azure Cognitive Services, and AWS are just a few examples. In contrast, blockchain developers are confronted by a patchwork of technical resources.

Under the hood, A.I. is fairly complex, but while its developers were sifting through technical jargon—Deep Learning (DL), Large Language Models (LLM), Natural Language Processing (NLP), Machine Learning Languages (MLL)—end users weren’t asked to do so. The blockchain sector, by contrast, remains dominated by technical discussions that leave many potential participants grasping for clarification instead of just experiencing the tech.

A.I. refrained from overhyping itself prematurely, allowing ample time for development and refinement over the past decade, before it was ready for prime time. During that gestation period, developers dedicated themselves to fine-tuning the technology, tackling intricate challenges, and only now are we witnessing the true impact of A.I. on the average consumer.

In contrast, the blockchain industry continues to expose its tinkering to the public, resulting in a large gap between hype and reality. Several participants in that industry persist in promoting unproven products or exaggerated business models, exposing their experimental ventures to public scrutiny and inviting criticism or skepticism. Some examples include the heightened expectations around DAOs or GameFi that was supposed to revolutionize gaming.

With a combination of practical, realistic, and compelling use cases, A.I. has now entered various sectors and segments one by one. Artificial intelligence is already being verticalized and specialized, whereas blockchain’s ambitions to permeate industry remain a work in progress. Although blockchain’s impact has primarily been felt within finance, most other forays in different sectors have been feeble or, at best, hopeful.

There is much that the blockchain community can glean from the success of A.I. I hope the upcoming generation of blockchain entrepreneurs will not only draw inspiration from their predecessors but also look to their counterparts in the A.I. field for valuable insights and guidance. The lessons are there for the taking.

William Mougayar has four decades of tech industry experience and is the author of The Business Blockchain. The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.

About the Author
By William Mougayar
See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

Latest in Commentary

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Commentary

g
CommentaryVenture Capital
I watched enterprises buy AI that solved the wrong problem. So I left Dell and built a startup to fix it
By Ganesh PadmanabhanJune 19, 2026
18 hours ago
Samantha Gloede
CommentaryLeadership
Boards must avoid sleepwalking into the AI era. KPMG’s Global AI risk chief has a survival guide
By Samantha GloedeJune 19, 2026
19 hours ago
Piyush Patel
Commentaryshopping
Black Friday already sorted the winners from the losers. Your industry is next
By Piyush PatelJune 19, 2026
20 hours ago
audrey
CommentaryInsurance
Aflac general counsel: Georgia lawmakers took a crucial step forward on sickle cell disease – but there’s more work to be done
By Audrey Boone TillmanJune 19, 2026
21 hours ago
dario
CommentaryVenture Capital
Four AI giants just raised $188 billion. Here’s how to survive the Big AI-pocalypse
By Carl Fritjofsson and Cameron SellersJune 19, 2026
24 hours ago
cj
CommentaryIBM
IBM’s $17 million DOJ settlement makes the case for civility
By Carolynn JohnsonJune 16, 2026
4 days ago

Most Popular

Jeff Bezos pledged $10 billion for climate change. With the 2030 clock ticking, his wife, Lauren Sánchez Bezos, is leading the charge to spend it
Environment
Jeff Bezos pledged $10 billion for climate change. With the 2030 clock ticking, his wife, Lauren Sánchez Bezos, is leading the charge to spend it
By Sydney LakeJune 19, 2026
19 hours ago
Anne Hathaway says she was spammed with ChatGPT-written thank you notes after hiring for a recent role: ‘Nobody on that list gets that job’
Success
Anne Hathaway says she was spammed with ChatGPT-written thank you notes after hiring for a recent role: ‘Nobody on that list gets that job’
By Orianna Rosa RoyleJune 18, 2026
2 days ago
The affordability crisis is so bad that, for the first time ever, both mom and dad are working full-time in most American families
Economy
The affordability crisis is so bad that, for the first time ever, both mom and dad are working full-time in most American families
By Jacqueline MunisJune 17, 2026
2 days ago
Microsoft boss Steve Ballmer publicly dismissed Chrome as a 'rounding error'—but Google’s CEO says he used the jab as fuel to win the browser-wars
Success
Microsoft boss Steve Ballmer publicly dismissed Chrome as a 'rounding error'—but Google’s CEO says he used the jab as fuel to win the browser-wars
By Preston ForeJune 17, 2026
3 days ago
Hundreds of Stanford students walked out of their grad ceremony to protest Google CEO’s commencement speech. It wasn’t all about AI
Big Tech
Hundreds of Stanford students walked out of their grad ceremony to protest Google CEO’s commencement speech. It wasn’t all about AI
By Tristan BoveJune 15, 2026
5 days ago
Exclusive: Azzi Fudd joins Project B, the international league chasing a billion-dollar opportunity in global basketball
MPW
Exclusive: Azzi Fudd joins Project B, the international league chasing a billion-dollar opportunity in global basketball
By Emma HinchliffeJune 19, 2026
17 hours ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.