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Query.ai vs Upwind comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Mar 29, 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

Query.ai
Ranking in AI Security
119th
Average Rating
8.0
Reviews Sentiment
4.3
Number of Reviews
3
Ranking in other categories
Security Analytics (6th), AI Data Analysis (23rd)
Upwind
Ranking in AI Security
61st
Average Rating
9.6
Reviews Sentiment
8.7
Number of Reviews
2
Ranking in other categories
Vulnerability Management (32nd), Container Security (29th), Cloud Workload Protection Platforms (CWPP) (18th), API Security (12th), Cloud Security Posture Management (CSPM) (22nd), Cloud-Native Application Protection Platforms (CNAPP) (15th), Cloud Detection and Response (CDR) (8th)
 

Mindshare comparison

As of May 2026, in the AI Security category, the mindshare of Query.ai is 0.4%. The mindshare of Upwind is 0.8%, down from 3.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Security Mindshare Distribution
ProductMindshare (%)
Upwind0.8%
Query.ai0.4%
Other98.8%
AI Security
 

Featured Reviews

reviewer2834415 - PeerSpot reviewer
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.
reviewer2702562 - PeerSpot reviewer
Manager, Information Security at a retailer with 1,001-5,000 employees
Increased compliance and visibility boost cloud security posture
Upwind has great runtime detection and response capabilities for our cloud workloads. It provides great context for vulnerability management, allowing us to see what our most important vulnerabilities are. Upwind gives us insight into API security threats and helps us identify misconfigurations in our cloud environments to align with security frameworks like CIS or NIST. With Upwind, we have greatly increased our cloud security posture. Our compliance rates have improved significantly, and they have helped us automate vulnerability management and gain insights into API endpoint security.
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894,738 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
No data available
Financial Services Firm
12%
Computer Software Company
10%
Healthcare Company
8%
Comms Service Provider
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
No data available
 

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.
What needs improvement with Query.ai?
I think integrating some LLM would be good because nowadays AI has a very huge impact. Additionally, I think it would be good if you add Amazon QuickSight for the reporting functionality.
What is your primary use case for Query.ai?
My main use case for Query.ai is connecting to data lakes and data marts using Amazon S3. I have been connecting my data to Query.ai data lakes and data marts while doing some transformation, creat...
What is your experience regarding pricing and costs for Upwind?
The pricing, setup cost, and licensing process were pretty reasonable.
What needs improvement with Upwind?
Currently, we are working with Upwind on API security, which is something we want them to keep pushing. We also want them to be able to record SSH sessions; it's a tough request.
What is your primary use case for Upwind?
I have several use cases for Upwind. I will start with our private cloud that is based on Kubernetes, so we're using it also for Cloud Detection and Response and also for vulnerability scanning. We...
 

Comparisons

No data available
 

Also Known As

No data available
Upwind Security Upwind Platform for AWS Security Hub, Upwind Security Upwind for AWS Security Hub Extended
 

Overview

 

Sample Customers

Information Not Available
StockX, Yotpo, bill, Digital Turbine, nanit, CallRail, boomi
Find out what your peers are saying about Query.ai vs. Upwind and other solutions. Updated: April 2026.
894,738 professionals have used our research since 2012.