Survey Methodology
The Top Providers list for each category showcases the companies that received the best “Total Scores” for the solutions and/or services they deliver in that area. Although the goal is to present 10 solution providers in each category, we always rely on the results to determine the final number of worthy designees.
The lists are determined by responses from hundreds of professionals who work with these tools on a daily basis or evaluate their performance within the organization. Because we often encounter outright ties and “too close to call” vote totals or satisfaction ratings, we present these solution providers in alphabetical order.
To ensure the integrity of the survey, only employees of consumer goods companies — the clients of these providers — are eligible
to vote, and only once. (CGT has internal checks in place to detect fraudulent voting activity.) We also ask respondents to vote only in the categories that match their areas of expertise, whether that’s in supply chain, product development, sales and marketing, or general IT.
In each relevant category, respondents are asked to identify the provider whose tools or services they currently use. They’re then asked to rank their level of satisfaction with that provider on a scale of 1 to 5 (with 1 being “extremely dissatisfied” and 5 being “extremely satisfied”).
A company’s “Total Score” is then computed by multiplying the number of votes it receives in the category by its average customer satisfaction rating in that same category.
In addition to listing all of the Top Providers in each category, CGT recognizes three companies for special recognition:
Best in Category: The provider that received the highest total score in its category.
Customer Satisfaction Leader: The provider that earned the highest average user satisfaction rating in the category (after qualifying by receiving an acceptable number of votes).
SMB Market Leader: The provider that received the highest total score in the category from respondents whose companies generate annual revenue of $1 billion or less (small or mid-sized business).
To view the Solution Provider categories, click on the links below. To view a pdf version of the full report, download the attachment at the bottom of the page.
Artificial Intelligence
Business Intelligence
Cloud-Based Architecture
Consulting
Consumer Experience Management
Customer Relationship Management
Demand Data Analytics
Digital Commerce
Enterprise Resource Planning
New Product Development & Introduction/
Product Lifecycle Management
Outsourcing/IT Integration
Product Information Management
Retail Execution
Supply Chain Execution
Supply Chain Planning
Trade Promotion Management
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