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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
3rd
Average Rating
7.8
Reviews Sentiment
7.5
Number of Reviews
42
Ranking in other categories
Workforce Engagement Management (3rd), AI Scheduling & Coordination (2nd)
MoEngage
Ranking in AI Customer Experience Personalization
6th
Average Rating
8.2
Reviews Sentiment
5.4
Number of Reviews
23
Ranking in other categories
Marketing Automation (3rd), AI Sales & Marketing (4th)
 

Mindshare comparison

As of August 2026, in the AI Customer Experience Personalization category, the mindshare of Calabrio ONE is 1.2%, down from 2.4% compared to the previous year. The mindshare of MoEngage is 0.8%. It is calculated based on PeerSpot user engagement data.
AI Customer Experience Personalization Mindshare Distribution
ProductMindshare (%)
Calabrio ONE1.2%
MoEngage0.8%
Other98.0%
AI Customer Experience Personalization
 

Featured Reviews

Jaleelakadheer Mohideen - PeerSpot reviewer
Operation Planning Associate at a financial services firm with 5,001-10,000 employees
Improved agent adherence and scheduling have boosted satisfaction but reporting still needs real time
In terms of improvements for Calabrio ONE, since I do not work with forecasting, I think we could collaborate AWS with Calabrio ONE to get live data fed into Calabrio ONE, which would be even greater for forecasting. We pull the majority of our reports through Calabrio ONE, and something I have noticed is that for the intraday report, if we want to pull data at 12:30, we have to wait until 12:45. It is a 15-minute refresher window, which is lagging behind. This delay is the same for any report being pulled. I do not have a grand overview of forecasting, but it generally takes a long time, and my agents have not been able to collaborate AWS with Calabrio ONE in the forecasting aspect. Apart from that, everything else is working great on Calabrio ONE. I would love it if it was more real-time and if I could download the data almost immediately without waiting for that 15-minute buffer. I rate Calabrio ONE a seven because I feel it could be improved. As I mentioned, the 15-minute buffer is an issue, and the real-time feeding into forecasting could be better. If we could control Shift Bags within Calabrio ONE instead of using another application like Teleopti to manage Shift Bags or control overall shifts, that would be even better. Right now, we use a combination of Teleopti and Calabrio ONE to decide the Shift Bags. The quantity and quality of results provided by Calabrio ONE are accurate 95 percent of the time. The forecasting feature in the application might not be the most accurate, which is an area where we do have issues, especially when scheduling breaks at intervals where calls might be at a higher volume. Those are rigged. Apart from that, since breaks and other meetings get allotted automatically, we do have to manually move them around because that forecasting is not accurate. If that could be improved, it would be great.
Vyas Shubham - PeerSpot reviewer
Senior Quality Analyst at a consultancy with 51-200 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

"Calabrio ONE has positively impacted my organization by helping us with time management, scheduling shifts, and enhancing efficient workflows, and I can say that it is the game changer in that field."
"It provides excellent call recording functionality."
"I have found the video capture to be the most valuable feature."
"It has streamlined how we access and review recordings as well as assisted in making our evaluation process much easier."
"We are now able to monitor and review agent's calls to improve call experience."
"Calabrio ONE is a great tool to use with multiple features that allow me to add schedules very easily and onboard users in bulk."
"Calabrio ONE is a great product, is user friendly, and has great customer service."
"Easier for RT and TM's to view current adherence."
"Through the automation journeys I created for abandoned cart, abandoned checkout, and product view, I achieved significant customer retention improvements, with my retention rate increasing from fifteen to twenty percent before MoEngage to nearly thirty-five to forty percent after implementation."
"In my opinion, the best feature that MoEngage offers is a well-designed funnel report with a timeline."
"MoEngage has positively impacted my organization by helping me send notifications to active users so they return to the app and place orders again, which has increased my orders, and specifically, we have seen an increased retention rate for our customers and order volume has increased by 20%."
"MoEngage has been a primary tool for sending communications across all of these factors, and I think it is helping us very positively right now, and we hope to continue with it in the future."
"MoEngage's scope as an analytics engine is significant, and I am confident that it will provide insights to product managers to improve their products, and I encourage everyone to try it."
"MoEngage is not just a messaging tool but a strategic product growth platform that significantly enhances user engagement and retention when used effectively."
"MoEngage positively impacts my organization as it is one of the core business activities; my marketing team relies heavily on MoEngage to run campaigns and ongoing flows independently."
"MoEngage offers a proper monitoring system, which I find most valuable in my daily work, as we can directly see the communication marketing funnel, know the CTA, how many users received our communications, and how many users have read our communications."
 

Cons

"I think Calabrio has a lot of potential but the day to day scheduling functions take too many steps."
"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."
"The biggest issue that we have come across is the messaging where we receive Time Off Requests."
"The only issue I have found with Calabrio is the WFM side."
"Calabrio ONE can be improved because the biggest challenge is that it is unnecessarily complicated, as the reporting and data exploration tools are somewhat complex for new users."
"Initially, we encountered a little stability issue."
"Data migration support would have been helpful. Skill groups/mapping was very difficult to understand."
"The pain point I experienced with Calabrio ONE was with the PTO quotas, as I did not have the option to import the Excel files, meaning if I had 100 agents or 150 agents, I had to manually update the PTO quotas in the system, and if there would have been an option to import the PTO quota files in the same format, that would have been easy."
"Whatever content which I share in Hindi still shows me results in English. That is one sad drop which I see."
"I feel that improvements are needed. I think there should be enhancements such as a more efficient RCS connector to reduce the time spent on manual template additions, especially since I operate in a B2C space with a large campaign volume, and reporting capabilities should allow for a deeper dive into performance data."
"Monthly pricing was approximately two point five lakhs, which I considered a bit high for the amount of data being handled at that time."
"If I had to suggest a few improvements, they would be to simplify advanced journey configurations."
"HTML does not help with personalization while adding a row background image."
"MoEngage can improve by making the process of tracking events easier. Currently, it is difficult for me to view the events of a particular user."
"While MoEngage is one of the top marketing automation tools available, I have found that integrating it with other platforms can be moderate compared to Salesforce Marketing Cloud, where data flow processes such as daily data dumps and real-time data refreshes are easier to manage."
"I would like to add a feature on which we can track the events globally as we have in Mixpanel."
report
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Top Industries

By visitors reading reviews
Financial Services Firm
22%
Outsourcing Company
16%
Manufacturing Company
10%
Construction Company
8%
Outsourcing Company
14%
Manufacturing Company
12%
Construction Company
11%
Financial Services Firm
10%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise3
Large Enterprise37
By reviewers
Company SizeCount
Small Business14
Midsize Enterprise7
Large Enterprise10
 

Questions from the Community

What is your experience regarding pricing and costs for Calabrio ONE?
I do not know about that because my company provided it to me. I do not know about the costing of Calabrio ONE, the licensing, or the setup costs because my organization provided it. I did not hand...
What needs improvement with Calabrio ONE?
Calabrio ONE can be improved in the area of predictive workforce planning. I believe predictive workforce planning would be more valuable if the platform could automatically identify unusual patter...
What is your primary use case for Calabrio ONE?
I use Calabrio ONE for small retail verticals from one of the projects like Mattel and other pieces as well for delivering the POC at the client side. I was working on almost three to four projects...
What needs improvement with MoEngage?
I think MoEngage's AI capabilities comply with all the security norms. Regarding the accuracy and reliability of MoEngage's AI capabilities, I think it takes a lot of time to learn and can be optim...
What is your primary use case for MoEngage?
In my current organization, we are using MoEngage to engage with our customers, improve our funnel metrics, and onboard new users from our unpaid to paid category of business. MoEngage is currently...
What advice do you have for others considering MoEngage?
I would suggest considering the different use cases for MoEngage. It definitely enables use cases that are not practically possible in-house, in terms of hyper-personalization, real-time notificati...
 

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 Calabrio ONE vs. MoEngage and other solutions. Updated: June 2026.
909,153 professionals have used our research since 2012.