No more typing reviews! Try our Samantha, our new voice AI agent.

Calabrio ONE vs MoEngage comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Mar 15, 2026

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

Calabrio ONE
Ranking in AI Customer Experience Personalization
8th
Average Rating
7.8
Reviews Sentiment
7.5
Number of Reviews
32
Ranking in other categories
Workforce Engagement Management (4th), AI Scheduling & Coordination (15th)
MoEngage
Ranking in AI Customer Experience Personalization
31st
Average Rating
7.6
Reviews Sentiment
7.9
Number of Reviews
2
Ranking in other categories
Marketing Automation (40th), AI Sales & Marketing (39th)
 

Mindshare comparison

As of April 2026, in the AI Customer Experience Personalization category, the mindshare of Calabrio ONE is 1.8%, down from 2.6% compared to the previous year. The mindshare of MoEngage is 1.1%. It is calculated based on PeerSpot user engagement data.
AI Customer Experience Personalization Mindshare Distribution
ProductMindshare (%)
Calabrio ONE1.8%
MoEngage1.1%
Other97.1%
AI Customer Experience Personalization
 

Featured Reviews

GS
Customer Service Analyst/Scheduler at Tucson Electric Power
The Copy Schedule Activities reduces time spent for changing activities. Agents are not able to cancel an approved request in the Time Off Request area.
I cannot speak about the difference for the QM software. My main use is of the WFM software. A few of the features were "nice to have" features, but version 9.3 had some "deficiencies". The main problem was not being able to run scenarios in a pseudo scheduling area, so the way Calabrio is now, agents can possibly see test scenarios. Another problem is the Time Off Request area. Agents are not able to cancel an approved request through this area. The sorting/filtering could be improved upon greatly. We are scheduled to upgrade to version 10.0, which will resolve many of the issues we do not like about the current version that we are using. Update: We are still on version 9.3 and looking forward to upgrading.
Vyas Shubham - PeerSpot reviewer
Product Analyst at a computer software company with 11-50 employees
Targeted lifecycle journeys have boosted engagement and have improved retention continuously
There is definitely room for improvement in MoEngage. A few challenges and pain points I have experienced include the learning curve for advanced features. Although the basic interface is user-friendly, some advanced capabilities such as complex segmentations, journey logic, and event configuration can present a steeper learning curve. Our new users require training to fully utilize the platform, and debugging complex journeys is not always intuitive. Improvement in guided workflows or more interactive onboarding would help us make better use of MoEngage. While the platform provides solid analytics, there are limitations regarding deep customization and advanced reporting, with limited flexibility in creating highly custom reports. We have noted that exporting and combining data for deeper analysis sometimes requires external tools, so enhancing analytics capabilities or offering more customizable dashboards would significantly add value to the platform. Additionally, we have observed minor delays in real-time data syncing when managing large user volumes, and event-based triggers may occasionally face delays. While these are not major issues, improving real-time responsiveness would strengthen time-sensitive campaigns on our platform. One improvement would be UI/UX enhancements in campaign management because, while the UI is generally clean, managing multiple campaigns and journeys at scale can feel slightly cluttered. Navigating between campaigns and flows can be optimized, and better visualization for complex journeys would help us significantly. A more streamlined interface for large-scale operations would enhance usability. I believe one area for further development could be more advanced AI-driven automation. For example, smarter recommendations for campaign timing, audience selection, or next best actions would be beneficial. While the current predictive features are useful, further maturity would make the platform even more proactive and reduce manual optimization efforts.

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Pros

"The feature which is the most valuable at this time is the support from all aspects of Calabrio, starting from the Sales team, to the implementation team, to the trainers, as they are all willing to support us through the entire process."
"The dynamic scheduling functionality allows the agents to be more empowered which was not an option on our previous tool."
"We used Excel prior to having Calabrio; this tool has made our lives so much easier."
"The Copy Schedule Activities has been a favorite tool, reducing time spent when I need to make changes which are identical to multiple agents' schedules."
"The customer service has been excellent, and we have received excellent remote and on site support."
"Calabrio's learning curve is very short, the user interface is extremely easy to use, and I could not be happier with this product."
"I was able to use Calabrio to provide data and analytics in a visually stimulating fashion which captured my audience's understanding with ease."
"Easier for RT and TM's to view current adherence."
"MoEngage is not just a messaging tool but a strategic product growth platform that significantly enhances user engagement and retention when used effectively."
"Around 40 to 50% of my work has mentally transferred to this particular tool, helping me in more structured follow-up."
 

Cons

"Give agents the ability to cancel approved requests for time off. Vacation plans do actually change in the real world."
"It would be nice if this product supported operating systems other than Windows. Some work is needed on better support of multiple browsers."
"We would like to see the backend SQL server improved for High Availability."
"Data migration support would have been helpful. Skill groups/mapping was very difficult to understand."
"I was told they are looking into adding chat evaluations as a feature in Calabrio. Right now, I can create an evaluation to grade chat interactions, but I have to view the actual interaction in a different system."
"15 minute intervals across the solution would be of great value."
"There is a need for a lunch and break auto optimization."
"We have encountered stability issues. We had about six months where the program was crashing weekly."
"While the platform provides solid analytics, there are limitations regarding deep customization and advanced reporting, with limited flexibility in creating highly custom reports."
"Though MoEngage is a really good product, as we are using it on a basic level, one area of improvement is the ease of use for some of the advanced features."
report
Use our free recommendation engine to learn which AI Customer Experience Personalization solutions are best for your needs.
885,444 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
13%
Insurance Company
11%
Comms Service Provider
9%
Energy/Utilities Company
8%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise1
Large Enterprise29
No data available
 

Also Known As

Calabrio
No data available
 

Overview

 

Sample Customers

Polaris, Equifax, Fedex, Rabo, Paychex, Virteva, VITAS Healthcare Corp, Keurig Green Mountain, AT&T, Esurance, Subaru, Boeing, Tiffany & Co., Thomson Reuters.
Information Not Available
Find out what your peers are saying about Amazon Web Services (AWS), Sendbird, Gong and others in AI Customer Experience Personalization. Updated: February 2026.
885,444 professionals have used our research since 2012.