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What AI says about Middleware

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Data as of Oct 8, 2026Based on 36,853 AI responsesReviewed by Dimitry Apollonsky · Oct 5, 2026

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middleware.io

AI summary

Middleware is a full-stack observability platform that provides tools for monitoring infrastructure, application performance, logs, and user experience across cloud and Kubernetes environments.

MiddlewareThis page<1%

Products

AI Dashboard Builder<1%

Mentioned in

<1%No change

of AI answers about Middleware and its rivals. Since Jul 5

The market map

AI Observability and Incident Management

Middleware in AI’s own words

Question: Configuring our monitoring dashboards is a manual chore. Is there a tool that uses AI to automatically create relevant dashboards for a new service based on its telemetry?

ChatGPT SearchSep 27, 2026

Middleware — AI dashboard builder from plain-English prompts, provided telemetry is already ingested.

Ask ChatGPT yourself (opens in a new tab)

How often AI mentions Middleware

Aug 14SepOct 2

Where AI names Middleware

Since Jul 5

ChatGPT Search<1%
Google AI Mode

Topics AI recommends Middleware for3

Middleware's share in each topic, as its page ranks it

Topic#

AI-powered log anomaly detectionAI Observability & Log Analytics Platforms3%=26
Serverless observabilityFull-Stack Observability Platforms2%=45
Microservices observabilityFull-Stack Observability Platforms<1%=58

Other brands in AI Observability & Log Analytics Platforms

Rank

Datadog#1
Dynatrace#2

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Mentioned in

1Datadog65% · Avg. position 5.2
2Dynatrace47% · Avg. position 40.3
3BigPanda38% · Avg. position 2.7
4Grafana33% · Avg. position 4.8
=5PagerDuty30% · Avg. position 16.4
=5New Relic30% · Avg. position 7.3
7Splunk27% · Avg. position 6.6
10ServiceNow18% · Avg. position 6.7
=11Dash015% · Avg. position 3.1
=11Moogsoft15% · Avg. position 6.4
13LogicMonitor12% · Avg. position 6.1
=14OpenObserve11% · Avg. position 4.2
=14ClickHouse11% · Avg. position 5.4
=14ScienceLogic11% · Avg. position 7.6
=26Middleware4% · Avg. position 6.4

Where Middleware ranks in AI

AI Observability and Incident Management=26

AI Observability & Log Analytics Platforms=125

Question: Configuring our monitoring dashboards is a manual chore. Is there a tool that uses AI to automatically create relevant dashboards for a new service based on its telemetry?

ChatGPT SearchAug 14, 2026

Middleware — Its AI Dashboard Builder creates observability dashboards/widgets from plain-English prompts

Ask ChatGPT yourself (opens in a new tab)

<1%

Position in the answer

Named first2%
2nd or 3rd11%
Later87%

Metoro#39

Sentry#49

How AI describes Middleware

74% of what AI says about Middleware is positive.

Common descriptions

real-time monitoring · modern · full-stack · advanced · full-stack cloud-native platform · ai dashboard builder

Sources AI cites

middleware.io 60%Other sites 40%

Questions

Mentioned in
9%
Excerpts where Middleware appeared in the AI's answer
ChatGPT Search ChatGPT Search
Middleware — AI dashboard builder from plain-English prompts, provided telemetry is already ingested.
ChatGPT Search ChatGPT Search
Middleware — Its AI Dashboard Builder creates observability dashboards/widgets from plain-English prompts
2%
1%

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