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FailSafe Swarm vs Query.ai comparison

 

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

FailSafe Swarm
Ranking in AI Security
248th
Average Rating
10.0
Number of Reviews
2
Ranking in other categories
No ranking in other categories
Query.ai
Ranking in AI Security
27th
Average Rating
8.0
Reviews Sentiment
4.3
Number of Reviews
3
Ranking in other categories
Security Analytics (5th), AI Data Analysis (30th)
 

Featured Reviews

reviewer2873856 - PeerSpot reviewer
Chief Business Officer at a tech vendor with 11-50 employees
Continuous offensive security has accelerated valid findings and reduced remediation effort
Swarm significantly augments all offensive security operations across the organization It accelerated the discovery of valid security findings and reduced engineering effort and remediation by about 80%. Continuous scanning of vulnerabilities and autonomous remediation gives us peace of mind…
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.
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Questions from the Community

What is your primary use case for FailSafe Swarm?
I used it for all our major deployments and annual compliance renewal requirements.
What is your experience regarding pricing and costs for FailSafe Swarm?
The setup cost can be a bit higher, but the commitment to integration and customer service is excellent.
What needs improvement with FailSafe Swarm?
I believe there should be an improvement in threat model export.
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?
Probably Query.ai could be a little more optimized, but it is good.
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 ...
 

Comparisons

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Overview

Find out what your peers are saying about FailSafe Swarm vs. Query.ai and other solutions. Updated: July 2026.
909,153 professionals have used our research since 2012.