Query.ai vs Reltio Cloud comparison

Query and Reltio are both solutions in the AI Data Analysis category. Query is ranked #27 with an average rating of 8.0, while Reltio is ranked #5 with an average rating of 8.3. Query holds a 0.4% mindshare in ADA, compared to Reltio’s 0.5% mindshare. Additionally, 100% of Query users are willing to recommend the solution, compared to 100% of Reltio users who would recommend it.

Query.ai

Read 3 Query.ai reviews

1,171 Views
738 Comparison Views

100% willing to recommend

Reltio Cloud

Read 16 Reltio Cloud reviews

3,789 Views
1,402 Comparison Views

100% willing to recommend

Query.ai

Reltio Cloud

Comparison Buyer's Guide

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Executive Summary

We performed a comparison between Query.ai and Reltio Cloud based on real PeerSpot user reviews.

Find out in this report how the two AI Data Analysis solutions compare in terms of features, pricing, service and support, easy of deployment, and ROI.

To learn more, read our detailed Query.ai vs. Reltio Cloud Report (Updated: June 2026).

Buyer's Guide

Query.ai vs. Reltio Cloud

June 2026

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Helped 902,894 peers since 2012

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

Query.ai

Ranking in AI Data Analysis

27th

Average Rating

8.0

Reviews Sentiment

4.3

Number of Reviews

Ranking in other categories

Security Analytics (4th), AI Security (27th)

Reltio Cloud

Ranking in AI Data Analysis

5th

Average Rating

8.2

Reviews Sentiment

6.1

Number of Reviews

Ranking in other categories

Cloud Master Data Management (MDM) (2nd), AI Customer Experience Personalization (11th)

Mindshare comparison

As of July 2026, in the AI Data Analysis category, the mindshare of Query.ai is 0.4%. The mindshare of Reltio Cloud is 0.5%, down from 14.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.

AI Data Analysis Mindshare Distribution
Product	Mindshare (%)
Reltio Cloud	0.5%
Query.ai	0.4%
Other	99.1%

AI Data Analysis

Featured Reviews

reviewer2834415

DevSecOps engineer at a financial services firm with 10,001+ employees

Query automation has reduced investigation time and frees our team to focus on complex DevOps tasks

The best features Query.ai offers make anything with queries much easier, and it ensures that it is very optimistically correct with whatever it is doing. It also delivers access throughout real-time and historical data, making it really quick and fast to act upon. The real-time and historical data access from Query.ai helps me in my work by allowing me to go through queries quicker, so even if there are errors anywhere, detection happens pretty fast. Because it is on automation and the investigation is done really quickly, it saves a lot of my time. Query.ai has positively impacted my organization by being very appreciative for what it has done and how there is lesser work task on ourselves, and we could be focusing on more things because as DevOps, we have a lot of work. The reduction in workload due to Query.ai has made things easier, especially every time we need to investigate why an SQL query is not loading or if it is duplicating. It is especially effective during access management to either provision or de-provision access for users.

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reviewer2826747

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.

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Quotes from Members

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

Pros

"Query.ai has positively impacted my organization by being very appreciative for what it has done and how there is lesser work task on ourselves, and we could be focusing on more things because as DevOps, we have a lot of work."

"Query.ai helps reduce costs and improve security in my organization, though I do not have the actual numbers, but the impact was significant."

"Time saving and accuracy are the main benefits; in my data mart and data lakes project, Query.ai has been very useful, with all transformations automated, which had a huge impact on our entire project."

"Reltio Cloud offers advantages over competitors, including a dashboard with a good amount of detail that looks significantly better than Informatica or Stibo."

"Its user interface is different from that of other MDM solutions like Informatica"

"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."

"Reltio Cloud has positively impacted my organization because we were able to promote our data and sell data to our customers."

"We can store the data and enrich it from multiple sources."

"The most valuable feature of Reltio Cloud is the customization we can make in its functionality."

"The survivorship feature is great because we can define it, prioritize the sources, and only allow those sources to survive when making the golden record."

"It is a scalable product, and the scalability is good. We can configure users."

More Reltio Cloud pros

Cons

"I felt the pricing is somewhat higher."

"Probably Query.ai could be a little more optimized, but it is good."

"Query.ai performs well, but there are other software options that do auditing a little better."

"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."

"There is some lag in developing new features for specific business requirements. If a new feature is needed, we have to raise a request in the developer portal through the IDEA portal. This process takes time to develop, which can be a drawback when immediate business needs arise."

"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."

"The solution's UI could be enhanced, and its record filtering could be expanded."

"What could be improved about Reltio Cloud was minimal."

"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 customer support is adequate, but not exceptional."

More Reltio Cloud cons

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902,894 professionals have used our research since 2012.

Top Industries

By visitors reading reviews

No data available

Manufacturing Company

12%

Computer Software Company

12%

Financial Services Firm

11%

Healthcare Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

By reviewers
Company Size	Count
Small Business	2
Midsize Enterprise	2
Large Enterprise	13

Questions from the Community

What is your experience regarding pricing and costs for Query.ai?

My experience with pricing, setup cost, and licensing was good. I felt the pricing is somewhat higher.

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What needs improvement with Query.ai?

Probably Query.ai could be a little more optimized, but it is good.

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What is your primary use case for Query.ai?

Initially, I started by checking out what Query.ai is about, and from there, my main use case has been for data queries and how to edit a query. The main use case for Query.ai that I wish it could ...

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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...

See all answers

What is your primary use case for Reltio Cloud?

I use Reltio Cloud for customer data management, specifically for C-MDM purposes.

See all answers

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...

See all answers

Comparisons

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Stibo STEP MDM vs Reltio Cloud

Compared 8% of the time

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Product Reports

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IBM Security Guardium vs. Query.ai

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Reltio Cloud

June 2026

Download Reltio Cloud product report

Overview

Query.ai offers an innovative approach to accessing and analyzing security data across platforms, simplifying the process for informed decision-making and enhancing security operations.

Query.ai specializes in providing streamlined data access and insights, allowing security professionals to efficiently manage scattered data sources. This platform enhances visibility and control, empowering teams with a single interface to query their data without transferring it, thereby reducing effort and time involved in traditional data management processes.

What are the key features of Query.ai?

Unified Query Interface: Simplifies data access across multiple environments.
No Data Movement: Ensures real-time insights without transferring data.
Scalable Architecture: Adapts to growing data volumes effortlessly.

What benefits or ROI can be expected?

Enhanced Efficiency: Cuts down incident response time significantly.
Cost Reduction: Lowers infrastructure costs by reducing data movement needs.
Improved Decision-Making: Provides immediate insights leading to better security posture.

In industries such as finance and healthcare, Query.ai is implemented to provide secure and efficient data operations, complying with strict regulations while offering robust data access solutions. Its architecture supports scalable operations, proving invaluable in sectors that demand high security and reliability.

Query

Reltio Cloud excels in Master Data Management (MDM), offering real-time data synchronization and a unified data view across diverse sources. Praised for its scalable architecture and user-friendly interface, it enhances operational efficiency and compliance management, making it ideal for handling large volumes of data and improving organizational productivity.

Reltio

Sample Customers

Information Not Available

iMiDiA, Slalom, MeritDirect, Cognizant

Buyer's Guide

Query.ai vs. Reltio Cloud

June 2026

Free Report: Query.ai vs. Reltio Cloud

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