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LightBeam vs Query.ai 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

LightBeam
Ranking in AI Security
136th
Average Rating
0.0
Number of Reviews
0
Ranking in other categories
Data Privacy Management Software (22nd), Data Security Posture Management (DSPM) (35th), AI Legal & Compliance (17th)
Query.ai
Ranking in AI Security
143rd
Average Rating
7.6
Reviews Sentiment
3.0
Number of Reviews
2
Ranking in other categories
Security Analytics (13th), AI Data Analysis (37th)
 

Featured Reviews

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KN
Solutions engineer at Weave Communications
Federated searches have transformed compliance audits but user access and trials still need improvement
The best feature that Query.ai offers is that I need not move into multiple databases. For example, I can use ClickHouse and Pi in one federated search without moving my data, resulting in no pipelines, no duplication, and no ingestion cost inflation. For someone building data pipelines and who knows how painful data engineering overhead gets, this federated search without moving into multiple databases really helps me. I do not have to move into multiple databases or multiple platforms, and with just one federated search, I can go through all those databases within one direct application without causing any pipelines and duplication. Query.ai has positively impacted my organization with its ability to audit data flow and assist in compliance with HIPAA regulations. Since I work in a privacy-sensitive market, I use Query.ai to perform audit prep, which was entirely manual, error-prone, and resource-intensive before. With Query.ai, I can automate it, and HIPAA breach investigation response times, which were slow earlier, have sped up. Query.ai helps reduce costs and improve security in my organization, though I do not have the actual numbers, but the impact was significant.
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Overview

 

Sample Customers

1. Veridian Credit Union Selects LightBeam to Protect Member Data and Streamline PCI Compliance2. Snap Finance cut data security tool costs by 40%3. Infinite Investment Systems cut time spent on manual data privacy reviews by automating classification and access monitoring4. InfoObjects used LightBeam to gain visibility into partner access and now gets real-time alerts for unauthorized data sharing. 5. A California bank used LightBeam to discover 189M+ sensitive attributes, flag insider exfiltration risks, and improve DLP accuracy—while cutting storage costs. 6. AGA Benefits Group built a sensitive data inventory and gained visibility into how customer data is stored, shared, and accessed, strengthening their privacy posture.7. MonetizeNow achieved GDPR compliance in 45 days by automating DSRs, RoPA, and data classification with LightBeam.
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885,667 professionals have used our research since 2012.