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What AI says about AWS X-Ray

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Data as of Oct 13, 2026Based on 52,551 AI responsesReviewed by Dimitry Apollonsky

How we measure

aws.amazon.com

AI summary

AWS X-Ray is a distributed tracing service that helps developers analyze, debug, and visualize requests across microservices and serverless architectures. It comes up when teams need service maps and tracing tools to diagnose tail latency, analyze dependency bottlenecks, and monitor applications hosted on AWS.

AWS18%

Products

Lambda2%
Amazon CloudWatch1%
X-RayThis page<1%

AWS X-Ray in AI’s own words

Question: Our microservices architecture is hard to debug. Who offers distributed tracing tools?

Google AI ModeAug 12, 2026

AWS X-Ray: Analyzes and debugs production, distributed applications built on AWS services.

Ask Google AI Mode yourself

How often AI mentions AWS X-Ray

Full-Stack Observability Platforms

Aug 19SepOctOct 7

Mentions by AI engine

Since Jul 5

ChatGPT Search<1%
Google AI Mode

How AI describes AWS X-Ray

61% of analyzed statements about AWS X-Ray are positive.

Common descriptions

native · ideal · cloud-native · essential · best · deeply integrated

Other brands in Full-Stack Observability Platforms

Rank

See where AI recommends AWS X-Ray

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See where AI recommends AWS X-Ray

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Mentioned in

<1%

of AI answers about AWS X-Ray and its rivals. Since Jul 5

The market map

Full-Stack Observability Platforms

Mentioned in

1DatadogMentioned in 69%Avg. position 59.1
2New RelicMentioned in 57%Avg. position 81.4
3HoneycombMentioned in 49%Avg. position 4.8
3DynatraceMentioned in 49%Avg. position 67.9
5OpenTelemetryMentioned in 45%Avg. position 17.6
6Grafana TempoMentioned in 39%Avg. position 53.9
8JaegerMentioned in 35%Avg. position 6.4
10SigNozMentioned in 29%Avg. position 71.5
12PrometheusMentioned in 20%Avg. position 8.1
14OpenObserveMentioned in 16%Avg. position 34.4
16Elastic ObservabilityMentioned in 11%Avg. position 78.3
18SplunkMentioned in 10%Avg. position 6.3
22ZipkinMentioned in 5%Avg. position 64.3
23LumigoMentioned in 4%Avg. position 19.8

Where AWS X-Ray ranks in AI

Full-Stack Observability Platforms#32

Cloud Architecture Diagramming Tools#31

Observability and SRE Monitoring Platforms#101

Question: Which observability platforms specialize in monitoring serverless architectures and microservices?

ChatGPT SearchAug 2, 2026

AWS X-Ray — native AWS distributed tracing for Lambda, API Gateway, and other AWS services.

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Question: Best tracing tool to diagnose tail latency?

Google AI ModeAug 4, 2026

AWS X-Ray : The native choice if your infrastructure is heavily reliant on Amazon Web Services.

Ask Google AI Mode yourself (opens in a new tab)

<1%

Named first0%
2nd or 3rd28%
Later72%

Datadog

#1

New Relic#2

Honeycomb#3

Jaeger#8

Grafana#9

Sources AI cites

aws.amazon.com 14%Other sites 86%

Topics where AI mentions AWS X-Ray

TopicMentioned inRank

Serverless observabilityFull-Stack Observability Platforms23%#11
Observability platforms for serverless and microservicesFull-Stack Observability Platforms7%#21
Distributed request tracingFull-Stack Observability Platforms4%#21
Mentioned in
Our api response times spike unpredictably during high traffic events. Who offers observability tools that specialize in tracing latency in distributed systems?2%
Excerpts where AWS X-Ray appeared in the AI's answer
Google AI Mode Google AI Mode
AWS X-Ray: Provides a breakdown of API request paths in AWS environments, allowing teams to visualize service maps and analyze latency bottlenecks.
Google AI Mode Google AI Mode
AWS X-Ray: A managed service that is particularly effective for analyzing distributed applications running on AWS, providing in-depth analysis of request latency.
Cloud infrastructure visualizationCloud Architecture Diagramming Tools4%#31
Service map and dependency visualization toolsFull-Stack Observability Platforms3%#34
Tail latency diagnosisFull-Stack Observability Platforms1%#41
Microservices observabilityFull-Stack Observability Platforms<1%#57
OpenTelemetry-native observability platformsFull-Stack Observability Platforms<1%#70
Edge infrastructure for global dynamic contentContent Delivery Networks and Edge Platforms<1%#86

Mentioned in
What is the best tool for visualizing and understanding our cloud infrastructure and its dependencies?13%
Which observability platforms specialize in monitoring serverless architectures and microservices?7%
Excerpts where AWS X-Ray appeared in the AI's answer
ChatGPT Search ChatGPT Search
AWS X-Ray — native AWS distributed tracing for Lambda, API Gateway, and other AWS services.
Google AI Mode Google AI Mode
AWS X-Ray: A native, inexpensive tool for debugging and analyzing distributed AWS serverless applications.
The problem is, our microservices are a tangled mess. What's the best service map and dependency visualization tool?3%
Excerpts where AWS X-Ray appeared in the AI's answer
Google AI Mode Google AI Mode
AWS X-Ray / CloudWatch ServiceLens: A strong choice if you are fully within AWS, as it provides automatic service maps, distributed tracing, and visibility into service interactions.
I'm looking for a better way to debug our distributed systems. What is the best distributed tracing platform that is easy to set up?4%
Excerpts where AWS X-Ray appeared in the AI's answer
Google AI Mode Google AI Mode
AWS X-Ray is a natural choice for tight, native AWS environment integration
Google AI Mode Google AI Mode
AWS X-Ray: Ideal if your infrastructure is already built on AWS, allowing for fast integration.
Our microservices architecture is hard to debug. Who offers distributed tracing tools?6%
Excerpts where AWS X-Ray appeared in the AI's answer
Google AI Mode Google AI Mode
AWS X-Ray: Analyzes and debugs production, distributed applications built on AWS services.