AutoML Software

Auto Machine learning (AutoML) software enables data scientists and machine learning engineers as well as non-technical users, to automatically build scalable machine learning models.

Most AutoML software achieve this by auto-analyzing data and selecting algorithms models based on insights gained from data analysis. These models are trained, tested and refined (hyperparameter tuning) on a subset of the available data using various methodologies. Finally, models with the best performance are shared with the end-user.

Most AutoML software allow users to trade-off between complexity and performance. Therefore users have the chance to build complex models with high performance or less complex models, explainable models that offer slightly inferior performance.

To be categorized as autoML software, a product must be able to:

  • Build models with a wide range of algorithms (e.g. deicision trees, neural nets)
  • Provide a refined model to the end user
Innovators Specialists Leader s Challengers Market Presence Momentum
Popularity
Satisfaction
Maturity
Pricing
Country

Compare AutoML Software
Results: 16

AIMultiple is data driven. Evaluate 16 products based on comprehensive, transparent and objective AIMultiple scores. For any of our scores, click the icon to learn how it is calculated based on objective data.

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95.14415075740416
95.03095862138244
100
100
0.6191724276490626
78.27433101857633
top5 , top10
top5 , top10
5star
DataRobot
4.67
100%
0%
100%
= 2 reviews
= 2,000 employees
= 100,000 visitors

DataRobot's automated machine learning platform makes it fast and easy to build and deploy accurate predictive models.

48.39602044125876
43.79669229467876
1.7567554639520873
48.16647371885743
100
48.99751277578672
top5 , top10
top5 , top10
4star
Google Cloud AutoML
4.00
100%
100%
13%
= 2 reviews
= 2,000 employees
= 100,000 visitors

Cloud AutoML is a suite of machine learning products that enables developers with limited machine learning expertise to train high-quality models

28.44261328937584
25.04251940279312
12.837839225818312
28.88675083064652
0.1488570880631227
36.53781286174089
top5 , top10
top5 , top10
4star
H2O
4.30
33%
0%
100%
= 2 reviews
= 2,000 employees
= 100,000 visitors

3.552635071173076
0.4168435051854895
0.06756593768192606
0
8.134172290664011
33.31188139007735
top10
top5 , top10
TIMi Suite
0%
8%
0%
= 2 reviews
= 2,000 employees
= 100,000 visitors

2.986622859895461
0.1731194532720301
1.1486502864656072
0
0.016438206043780424
29.551654705977075
top5 , top10
top5 , top10
5star
Compellon
4.50
8%
0%
8%
= 2 reviews
= 2,000 employees
= 100,000 visitors

Compellon utilizes an assumption-free approach to bring you answers based solely on the evidence in the data.

Popularity

Searches with brand name

These are the number of queries on search engines which include the brand name of the product. Compared to other product based solutions, AutoML software is more concentrated in terms of top 3 companies' share of search queries. Top 3 companies receive 96% (18% more than average) of search queries in this area.

Web Traffic

AutoML software is a highly concentrated solution category in terms of web traffic. Top 3 companies receive 97% (19% more than average solution category) of the online visitors on AutoML software company websites.

Satisfaction

AutoML software is highly concentrated than average in terms of user reviews. Top 3 companies receive 98% (40% more than average solution category) of the reviews on AutoML software company websites. Product satisfaction tends to be slightly higher for more popular AutoML software products. Average rating for top 3 products is 4.3 vs 4.2 for average AutoML software product review.

Innovators Specialists Leader s Challengers Average Review Score Number of Reviews

Maturity

Number of Employees

Median number of employees that provide AutoML software is 113 which is 53 more than the median number of employees for the average solution category.

In most cases, companies need at least 10 employees to serve other businesses with a proven tech product or service. 6 companies (42 less than average solution category) with >10 employees are offering AutoML software. Top 3 products are developed by companies with a total of 100-500k employees. However, all of these top 3 companies have multiple products so only a portion of this workforce is actually working on these top 3 products.

Google
business-insight
DataRobot
H2O.ai