20 Machine Learning App Business Ideas You Can Start Today [2023]
Interested in starting a machine learning app business in 2023?
We put together 20 of the best machine learning app businesses you can start in today.
For each business idea, we’ll show you real-world examples of other machine learning app businesses to help you see what it really takes.
Here's the full list:
1. Start a personalized retail app business
Examples of a successful personalized retail app business:
Here are some great videos on how to get started with a personalized retail app business:
For further info, check out these books and products:
- Start Your Own Gift Basket Business And More: Special Events, Holiday, Real Estate, Corporate (Startup Series)
- Shops That Pop!: 7 Steps To Extraordinary Retail Success
Learn more about starting a personalized retail app business ➜
2. Start an online recruiting automation business
Examples of a successful online recruiting automation business:
Here are some great videos on how to get started with a online recruiting automation business:
- How To Create An Automated Recruiting Funnel
- How To Start An Automated Online Business! (Full Process Revealed)
For further info, check out these books and products:
Learn more about starting an online recruiting automation business ➜
Hi, I am Girish Kukreja, Founder and CEO at FlexC. I started FlexC about a year ago intending to disrupt the hiring space in India. We are a talent marketplace curated to help businesses hire and manage their hybrid workforce (permanent hire and flexible workforce).
With more organizations going hybrid, the ratio of hiring freelancers and contractors will increase to 20-30% of overall employees. And in this new age business era, FlexC aims to become the No.1 marketplace to help businesses smoothly transition during their journey.
3. Start a customer sentiment analysis tool business
Examples of a successful customer sentiment analysis tool business:
Here are some great videos on how to get started with a customer sentiment analysis tool business:
- A Quick Guide To Sentiment Analysis
- How Sentiment Analysis Lets You Find Out What Your Customers Like (And Dislike)
For further info, check out these books and products:
- Behind Every Good Decision: How Anyone Can Use Business Analytics to Turn Data into Profitable Insight
- Charting And Technical Analysis Ebook
Learn more about starting a customer sentiment analysis tool business ➜
Howdy! My name is Jordan Shamir, and I am one of the co-founders of Yofi, a customer identity platform that helps brands prevent bots and create meaningful relationships with their customers! My co-founders and I started Yofi because we were frustrated constantly needing to pay ridiculous resale prices for our favorite sneakers and concert tickets because we couldn’t beat the bots who were buying all of these items.
4. Start a faq chatbot business
Examples of a successful faq chatbot business:
Here are some great videos on how to get started with a faq chatbot business:
For further info, check out these books and products:
- Bot Business 101: How to start, run & grow your Bot / AI business: Ekim Kaya
- Chatbots: An Introduction And Easy Guide To Making Your Own: Oisin Muldowney
Learn more about starting a faq chatbot business ➜
5. Start an intelligent travel assistant app business
Examples of a successful intelligent travel assistant app business:
Here are some great videos on how to get started with a intelligent travel assistant app business:
For further info, check out these books and products:
Learn more about starting an intelligent travel assistant app business ➜
6. Start a personalized eLearning portal business
Examples of a successful personalized eLearning portal business:
Here are some great videos on how to get started with a personalized eLearning portal business:
- Starting An Elearning Business: Why Now Is The Best Time
- How To Create An Online Course That Sells (From A 7 Figure Course Creator)
For further info, check out these books and products:
- Start Your Own Business, Fifth Edition: The Only Start-Up Book You'll Ever Need
- Training Across Multiple Locations: Developing A System
Learn more about starting a personalized eLearning portal business ➜
In 2009, Sal Khan walked away from a high-paying job to start a business that had no way of making money. His idea to launch a non-profit teaching platform was ignited five years earlier when he was helping his young cousins do math homework over the computer. They loved his clear explanations and soon he was posting free tutorials on Youtube, where they started to attract the attention of thousands of users around the world. Sal realized he could help democratize learning by building a free platform to teach math, science, and the humanities. Today, Khan Academy offers hundreds of free recorded tutorials in dozens of languages. During the pandemic, its popularity surged to 30 million users a month. Order the How I Built This book at: https://smarturl.it/HowIBuiltThis
Read the full story on npr.org ➜
7. Develop a potential disease outbreak alerting app
Examples of a successful potential disease outbreak alerting app:
Here are some great videos on how to get started with a potential disease outbreak alerting app:
- Rebuildthechain - Pandemic Management System - App Walkthrough, Contact Tracing, Exposure Analysis
- How My App Business Is Affected By The Pandemic
For further info, check out these books and products:
- Outbreak Investigation, Prevention, And Control In Health
- The Politics Of Surveillance And Response To
Learn more about starting a potential disease outbreak alerting app ➜
8. Start an energy & cost saving app business
Examples of a successful energy & cost saving app business:
Here are some great videos on how to get started with a energy & cost saving app business:
- Start You Day With These 4 Things And You Will Be Full Of Energy 24 Hours - Sadhguru
- How This Startup Is Making Clean Energy Affordable For All
For further info, check out these books and products:
- Start Your Own Business: The Only Startup Book You'll Ever Need
- Energy: A Beginner's Guide (Beginner's Guides) Paperback - Amazon.Com
Learn more about starting an energy & cost saving app business ➜
9. Start a healthcare tools business
Examples of a successful healthcare tools business:
Here are some great videos on how to get started with a healthcare tools business:
For further info, check out these books and products:
- How To Start A Medical Staffing Agency Business: Complete Medical Staffing Agency Start Up Guide: Janet Brown MSN
- Home Care How To: The Guide To Starting Your Senior In Home Care Business
Learn more about starting a healthcare tools business ➜

10. Start a fee calculator business
Examples of a successful fee calculator business:
Here are some great videos on how to get started with a fee calculator business:
- How To Calculate Business Start-Up Cost
- 2020 Tutorial For Amazon's Fba Fee Calculator (Shipping, Storage & Fba Fees Explained)
For further info, check out these books and products:
Learn more about starting a fee calculator business ➜
11. Start a fast learning app business
Examples of a successful fast learning app business:
Here are some great videos on how to get started with a fast learning app business:
For further info, check out these books and products:
- Freight Broker Business Startup: How To Start, Run & Grow A Successful Freight Brokerage Business
- Beginning Powerapps: The Non-Developers Guide To Building Business Mobile Applications
Learn more about starting a fast learning app business ➜
Hello, my name is Michael Georgiou, and I serve as a Co-Founder and CMO at Imaginovation. We are an award-winning technology and app development company located in Raleigh, NC.
Since 2011, we have grown an average of over 40% in revenue every year. We have won several credible tech awards, such as AVA Digital Awards, IMA 2017 Award, The American Business Award, and NC Tech Award for our innovative services. We have also been featured in top publications such as Entrepreneur, VentureBeat, Goalcast, Business.com, and Foundr.
12. Develop an intelligent project development quote app
Examples of a successful intelligent project development quote app:
Here are some great videos on how to get started with a intelligent project development quote app:
For further info, check out these books and products:
- 24-Hour Business Plan Template: How To Validate Your
- Project Management: Agile Scrum For Absolute Beginners
Learn more about starting an intelligent project development quote app ➜
Paul founded SPUDS, a men’s apparel company based in California. After many prototypes, they launched on Kickstarter and were able to raise $15,000.
13. Build a cyber attacks & data hacks analyzer app
Examples of a successful cyber attacks & data hacks analyzer app:
Here are some great videos on how to get started with a cyber attacks & data hacks analyzer app:
- Cyber Attacks: How They'll Bring Our Nation To Its Knees
- Hackers & Cyber Attacks: Crash Course Computer Science #32
For further info, check out these books and products:
Learn more about starting a cyber attacks & data hacks analyzer app ➜
14. Start a group touring app business
Examples of a successful group touring app business:
Here are some great videos on how to get started with a group touring app business:
For further info, check out these books and products:
- An Easy Guide On How To Establish Your First Residential Care Facility: Romwell Sabeniano
- Start and Run a Profitable Tour Guiding Business (Start & Run Business Series)
Learn more about starting a group touring app business ➜
Paul founded SPUDS, a men’s apparel company based in California. After many prototypes, they launched on Kickstarter and were able to raise $15,000.
15. Build a personalized treatment recommendation app
Examples of a successful personalized treatment recommendation app:
Here are some great videos on how to get started with a personalized treatment recommendation app:
For further info, check out these books and products:
- Rewired: A Bold New Approach To Addiction And Recovery
- The Personalized Medicine Revolution: How Diagnosing And
Learn more about starting a personalized treatment recommendation app ➜
Hi, my name is Joe Cohen and I’m the founder and CEO of SelfDecode. The company was born out of the journey I went through to decode myself.
In 2021, we launched a crowdfunding campaign and raised a total of $8M and have generated about $2.7M in revenue over the past year. SelfDecode started with my desire to just get healthy and now we’re poised to change the future of health care as we know it. If that isn’t motivation to go after what you want in life, I don’t know what is.
16. Start a vulnerability prediction app business
Examples of a successful vulnerability prediction app business:
Here are some great videos on how to get started with a vulnerability prediction app business:
For further info, check out these books and products:
- The Resilient Enterprise: Overcoming Vulnerability For Competitive Advantage (The MIT Press)
- Bring Your Whole Self To Work: How Vulnerability Unlocks Creativity, Connection, and Performance: Mike Robbins
Learn more about starting a vulnerability prediction app business ➜
17. Start a finance & accounting app business
Examples of a successful finance & accounting app business:
Here are some great videos on how to get started with a finance & accounting app business:
- William Ackman: Everything You Need To Know About Finance And Investing In Under An Hour
- How To Start A Finance Business
For further info, check out these books and products:
- Accounting Quickstart Guide: The Simplified
- How to Start a Home-based Bookkeeping Business (Home-Based Business Series)
Learn more about starting a finance & accounting app business ➜
18. Start a market prediction app business
Examples of a successful market prediction app business:
Here are some great videos on how to get started with a market prediction app business:
For further info, check out these books and products:
Learn more about starting a market prediction app business ➜
Craig Fuller is the founder and CEO of FreightWaves, a leading provider of data and analytics to the global logistics business. It’s a universal platform offering supply chain market intelligence to allow its customers to monitor, analyze, and forecast the physical economy globally.
FreightWaves delivers the most up-to-date data & news about transportation and logistics industry activity across all channels. In addition, the organization is a top provider of media and market analytics in the worldwide freight sector.
Craig started to develop a software company that added something unique to the industry. It is an outstanding firm divided between its media business and SaaS business, providing real-time, primary data to help others in the sector manage their business.
In 2021, this firm made $15 million in ad income from its media division and $30 million in total revenue with no money spent on client acquisition costs (CAC).
FreightWaves has raised around $92 million in total financing since 2016, with approximately $44 million of it being stock.

Listen to the full podcast on podcasts.apple.com ➜
19. Start a storytelling app business
Examples of a successful storytelling app business:
Here are some great videos on how to get started with a storytelling app business:
For further info, check out these books and products:
Learn more about starting a storytelling app business ➜
20. Start a financial goal tracker business
Examples of a successful financial goal tracker business:
Here are some great videos on how to get started with a financial goal tracker business:
For further info, check out these books and products:
- Budget Planner: With The Tips For Setting Your Financial
- How to Budget & Manage Your Money: Financial Planning Book for Beginners. How to Save Money Faster, Pay Off Debt and Control Your Finances (Smart Personal Money Management Series 1): Rachel Mercer
Learn more about starting a financial goal tracker business ➜

Hey! 👋 I'm Pat Walls, the founder of Starter Story.
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