The key players: AWS, Google, IBM, and Microsoft
					Ranked by Satisfaction score
 
				
                  
                        
                          
                            
                              
                                
 AWS
                                
                                85.3
  
                               
                             
                            
                            
                            
                              
                              	
 Microsoft
                                
                                84.5
  
                               
                             
                            
                            
                              
								  
 Google
                                 
                                83.1
   
                               
                             
                            
                            
                              
                                
 IBM
                                
                                81.9
   
                               
                             
                            
                         
                        
                            
                            
                              
                                
                                Big Data Processing and Distribution
  
                               
                             
                            
                            
                            
                              
                                
                                Natural Language Generation (NLG)
  
                               
                             
                            
                              
                                
                                Natural Language Processing (NLP)
  
                               
                             
                            
                         
                   
                Source: G2 Spring 2019 Machine Learning as a Service Report
              
                
                
                
                
                
                  
As machine learning becomes a key component of digital transformation and business strategy, buyers need to grasp which vendors are emerging as leaders in the space. Because these vendors are the same major players in the cloud computing market, the decision to go with a certain MLaaS tool may be limited to the infrastructure provider your business is already using.
However, moving forward, G2 believes that businesses migrating to the cloud or entrepreneurs that are starting a company from scratch may want to base the cloud computing provider they use on more than just their infrastructure capabilities. Due to the immense impact MLaaS can have on a business, those tasked with vetting cloud computing providers may want to base their decision on who has the best AI and machine learning services.