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Calabrio ONE vs Reltio Cloud comparison

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Comparison Buyer's Guide

Executive Summary

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)
Reltio Cloud
Ranking in AI Customer Experience Personalization
20th
Average Rating
8.2
Reviews Sentiment
6.1
Number of Reviews
16
Ranking in other categories
Cloud Master Data Management (MDM) (4th), AI Data Analysis (14th)
 

Mindshare comparison

As of October 2026, in the AI Customer Experience Personalization category, the mindshare of Calabrio ONE is 1.1%, down from 2.7% compared to the previous year. The mindshare of Reltio Cloud is 0.7%. It is calculated based on PeerSpot user engagement data.
AI Customer Experience Personalization Mindshare Distribution
ProductMindshare (%)
Calabrio ONE1.1%
Reltio Cloud0.7%
Other98.2%
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.
reviewer2826747 - PeerSpot reviewer
Data Domain Lead at a government with 10,001+ employees
Unified data has created trusted golden records but complex AI matching still needs clearer control
Reltio Cloud has greatly enhanced our data management, and I acknowledge there are areas where our team continues to face challenges. Specifically, the AI-based matching feature operates like a black box, making it difficult to understand why certain records are matched or not matched accurately. If there could be better visual debugging and clarity regarding why records are matched, it would significantly aid our decision-making process. The technical configuration, particularly regarding data models and rule matching, can be overly complex for business users, hence a more user-friendly approach, with simplified guidelines, would be incredibly beneficial. Additionally, data stewardship can present complexities, and clearer actions can facilitate addressing these challenges. Performance issues can arise with larger data models and numerous data sources impacting system use, hence enhancements in optimization and ready-to-use features for complex configurations are essential. Pricing can also be convoluted; therefore, a clearer cost model would aid users in comprehending the structure. While data lineage has its merits, it is complex to interpret; thus, improved visualization would greatly benefit users. Ultimately, technical complexity emerges as the primary challenge we face, revealing opportunities for improvement.

Quotes from Members

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

Pros

"The dynamic scheduling functionality allows the agents to be more empowered which was not an option on our previous tool."
"Calabrio ONE has positively impacted our organization as the clients were happy with the implementation; they initially used NICE and switched to Calabrio ONE."
"Calabrio WFM offers great insights on scheduling; what I like about the program the most is the coverage tray as this allows us to see our staffing deficits, shrinkage, and the reforecasting of our calls, helping us make real-time decisions while taking into account how it will affect staffing."
"Leadership is able to help new agents learn in real-time versus going back and reviewing."
"The ability to customize evaluation forms to organizational needs has been tremendous."
"The most valuable feature is the ability to reach out to Calabrio with questions and suggestions."
"The UI is slick."
"It has streamlined how we access and review recordings as well as assisted in making our evaluation process much easier."
"Reltio Cloud has positively impacted my organization by reducing the amount of manual effort needed and making it easy to manage downstream systems."
"Its user interface is different from that of other MDM solutions like Informatica"
"It is a scalable product, and the scalability is good. We can configure users."
"Reltio Cloud has introduced a single source of truth, a solution to issues caused by teams sharing data via email and losing track of the latest updates, and as a result, up to 97-78% of operations now have a clearer view, allowing us to focus more on enhancing our operations rather than rectifying data discrepancies, thus productivity has surged, leading to significant cost reductions, with my estimate being over a million dollars in savings within the last few months, enabling faster decision-making and real-time data access without the need for manual compilation."
"The matching feature of Reltio Cloud is highly effective compared to many other tools available. Additionally, it is almost ready to use out-of-the-box, reducing the implementation time."
"There are default limitations and considerations. For instance, Reltio can store a maximum of 200 values for a single attribute. If your data exceeds this limit, you can request Reltio support to increase the limit. However, be aware that increasing this limit may impact performance, potentially slowing down data loading times."
"The cloud feature is very beneficial, and the scalability performance feature is excellent."
"The solution saves 30% to 40% of our time."
 

Cons

"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."
"I would like to see the ability to run an individual Agent on any given service queues without loosing any entered exceptions."
"There have been some imperfections in the product, however, support has ALWAYS stepped up and assisted until resolved, even if it meant a patch or something."
"Multi-skill scheduling and forecast is not available."
"Try and correct bugs prior to release."
"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."
"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."
"A few of the features were "nice to have" features, but version 9.3 had some "deficiencies"."
"The support team is slow to respond when we need assistance with workflow deployments. We must rely on their availability and contact them to receive the required JAR files."
"The download process can be quite slow"
"Reltio Cloud could be improved in two specific areas. Firstly, the API capability needs to be enhanced, as when utilizing the REST API and posting a significant amount of data, there are multiple rejections from the MDM side. This can be due to the MDM server not responding or being unable to process the request. Therefore, I suggest that the API capacity should be increased to handle larger amounts of data. Additionally, I have noticed that the response time from the servers can take up to a minute or a few seconds, which can be improved for a faster response time."
"Sometimes, the service goes down for maintenance or when we run a lot of jobs so things get pushed to the queue and results don't get delivered on time."
"We need manual data modeling and configuration to tailor the platform to our requirements."
"Reltio Cloud can be improved by providing the possibility to connect with other connectors and databases such as Snowflake, Databricks, and eventually with Azure Data Factory."
"There are many issues. For example, sometimes, errors related to tokenization occur while creating a match rule."
"Initially, the UI was limited in features."
report
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Top Industries

By visitors reading reviews
Financial Services Firm
20%
Outsourcing Company
19%
Manufacturing Company
10%
Comms Service Provider
8%
Manufacturing Company
12%
Financial Services Firm
11%
Outsourcing Company
9%
Computer Software Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise2
Large Enterprise38
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise2
Large Enterprise13
 

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?
The only thing I would say for improvement in Calabrio ONE is the meetings feature that we talked about. Sometimes it doesn't schedule everyone even though there are blocks available, and I'm not s...
What is your primary use case for Calabrio ONE?
My team as a whole uses Calabrio ONE for forecasting, reporting, and scheduling. In my actual role, my day-to-day usage is more focused on scheduling and tools like Intraday Adherence for monitorin...
What needs improvement with Reltio Cloud?
In future updates of Reltio Cloud, I would like to see features such as AI for match and merge, which can create predefined AI address doctors and match and merge for customer data, easily integrat...
What is your primary use case for Reltio Cloud?
I use Reltio Cloud for customer data management, specifically for C-MDM purposes.
What advice do you have for others considering Reltio Cloud?
Reltio Cloud was not purchased through AWS Marketplace or directly from the vendor. It was already available in my company at that time, so I used the system to showcase its capabilities. What coul...
 

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.
iMiDiA, Slalom, MeritDirect, Cognizant
Find out what your peers are saying about Calabrio ONE vs. Reltio Cloud and other solutions. Updated: September 2026.
915,341 professionals have used our research since 2012.