What AI assistants actually recommend when buyers ask about log management tools — measured weekly across 5 engines, published as open data.
Updated 2026-08-07 · 81 sampled answers · rolling 4-week window · methodology
Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.
Sample: 81 AI answers · Window: Jul 10, 2026 – Aug 7, 2026 (4-week rolling) · trend vs prior 4 weeks (42 answers)
Across 81 sampled AI answers from 5 engines, Loki is recommended most often — appearing in 69.1% of recommendations, followed by Datadog (65.4%) and Elasticsearch (60.5%).
This is a measurement of share of voice across 5 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | Loki Best for: AI recommends Loki most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (100% of those answers) | 69.1% 95% CI 58.4–78.1% 56 mentions · avg pos 6.4 first pick 10.7% | — | GROK 85.7%GEMINI 76.9%CHATGPT 71.4%CLAUDE 35.7%PERPLEXITY 74.1% | Claim |
| 2 | Datadog datadoghq.com Best for: AI recommends Datadog most when buyers ask “best log management tools for cloud infrastructure” (100% of those answers) | 65.4% 95% CI 54.6–74.9% 53 mentions · avg pos 5.9 first pick 22.6% | — | GROK 85.7%GEMINI 69.2%CHATGPT 85.7%CLAUDE 57.1%PERPLEXITY 55.6% | Claim |
| 3 | Elasticsearch elastic.co Best for: AI recommends Elasticsearch most when buyers ask “how do I set up log aggregation for a Kubernetes cluster” (100% of those answers) | 60.5% 95% CI 49.6–70.4% 49 mentions · avg pos 6.3 first pick 28.6% | — | GROK 57.1%GEMINI 84.6%CHATGPT 100%CLAUDE 42.9%PERPLEXITY 37% | Claim |
| 4 | ELK Best for: AI recommends ELK most when buyers ask “cloud-hosted log management vs self-hosted ELK stack” (100% of those answers) | 60.5% 95% CI 49.6–70.4% 49 mentions · avg pos 6.3 first pick 24.5% | — | GROK 100%GEMINI 76.9%CHATGPT 42.9%CLAUDE 42.9%PERPLEXITY 48.1% | Claim |
| 5 | Splunk splunk.com Best for: AI recommends Splunk most when buyers ask “best centralized logging platforms for DevOps teams” (92.9% of those answers) | 60.5% 95% CI 49.6–70.4% 49 mentions · avg pos 6.9 first pick 6.1% | — | GROK 85.7%GEMINI 65.4%CHATGPT 85.7%CLAUDE 35.7%PERPLEXITY 55.6% | Claim |
| 6 | Kibana Best for: AI recommends Kibana most when buyers ask “how do I set up log aggregation for a Kubernetes cluster” (100% of those answers) | 53.1% 95% CI 42.3–63.6% 43 mentions · avg pos 6.1 first pick 20.9% | — | GROK 57.1%GEMINI 80.8%CHATGPT 57.1%CLAUDE 35.7%PERPLEXITY 33.3% | Claim |
| 7 | OpenSearch opensearch.org Best for: AI recommends OpenSearch most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (85.7% of those answers) | 50.6% 95% CI 40–61.2% 41 mentions · avg pos 6.6 first pick 0% | — | GROK 100%GEMINI 50%CHATGPT 57.1%CLAUDE 28.6%PERPLEXITY 48.1% | Claim |
| 8 | Kubernetes kubernetes.io Best for: AI recommends Kubernetes most when buyers ask “how do I set up log aggregation for a Kubernetes cluster” (57.1% of those answers) | 44.4% 95% CI 34.1–55.3% 36 mentions · avg pos 5.8 first pick 13.9% | — | GROK 85.7%GEMINI 46.2%CHATGPT 85.7%CLAUDE 21.4%PERPLEXITY 33.3% | Claim |
| 9 | Graylog graylog.org Best for: AI recommends Graylog most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (100% of those answers) | 43.2% 95% CI 33–54.1% 35 mentions · avg pos 9.8 first pick 2.9% | — | GROK 71.4%GEMINI 65.4%CHATGPT 42.9%CLAUDE 14.3%PERPLEXITY 29.6% | Claim |
| 10 | ELK Stack Best for: AI recommends ELK Stack most when buyers ask “cloud-hosted log management vs self-hosted ELK stack” (90% of those answers) | 39.5% 95% CI 29.6–50.4% 32 mentions · avg pos 7.2 first pick 21.9% | — | GROK 14.3%GEMINI 76.9%CHATGPT 14.3%CLAUDE 21.4%PERPLEXITY 25.9% | Claim |
| 11 | Logstash Best for: AI recommends Logstash most when buyers ask “what should I use to centralize and search logs from multiple microservices” (92.9% of those answers) | 38.3% 95% CI 28.4–49.2% 31 mentions · avg pos 6.7 first pick 25.8% | — | GROK 28.6%GEMINI 73.1%CHATGPT 14.3%CLAUDE 21.4%PERPLEXITY 22.2% | Claim |
| 12 | Fluent Bit fluentbit.io Best for: AI recommends Fluent Bit most when buyers ask “how do I set up log aggregation for a Kubernetes cluster” (92.9% of those answers) | 38.3% 95% CI 28.4–49.2% 31 mentions · avg pos 6.8 first pick 16.1% | — | GROK 42.9%GEMINI 53.8%CHATGPT 42.9%CLAUDE 21.4%PERPLEXITY 29.6% | Claim |
| 13 | New Relic newrelic.com Best for: AI recommends New Relic most when buyers ask “best log management tools for cloud infrastructure” (71.4% of those answers) | 34.6% 95% CI 25.1–45.4% 28 mentions · avg pos 10.5 first pick 10.7% | — | GROK 57.1%GEMINI 50%CHATGPT 42.9%CLAUDE 21.4%PERPLEXITY 18.5% | Claim |
| 14 | Fluentd fluentd.org Best for: AI recommends Fluentd most when buyers ask “what should I use to centralize and search logs from multiple microservices” (92.9% of those answers) | 33.3% 95% CI 24–44.1% 27 mentions · avg pos 8.9 first pick 14.8% | — | GROK 28.6%GEMINI 53.8%CLAUDE 21.4%PERPLEXITY 29.6% | Claim |
| 15 | Logz.io logz.io Best for: AI recommends Logz.io most when buyers ask “best centralized logging platforms for DevOps teams” (71.4% of those answers) | 33.3% 95% CI 24–44.1% 27 mentions · avg pos 9.5 first pick 0% | — | GROK 57.1%GEMINI 50%CLAUDE 14.3%PERPLEXITY 29.6% | Claim |
| 16 | Prometheus prometheus.io Best for: AI recommends Prometheus most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (57.1% of those answers) | 32.1% 95% CI 22.9–42.9% 26 mentions · avg pos 6.9 first pick 19.2% | — | GROK 57.1%GEMINI 53.8%CHATGPT 14.3%CLAUDE 21.4%PERPLEXITY 14.8% | Claim |
| 17 | OpenObserve openobserve.ai Best for: AI recommends OpenObserve most when buyers ask “which log management tool has the best alerting and anomaly detection” (75% of those answers) | 32.1% 95% CI 22.9–42.9% 26 mentions · avg pos 8.1 first pick 3.8% | — | GROK 85.7%GEMINI 30.8%CLAUDE 21.4%PERPLEXITY 33.3% | Claim |
| 18 | Sumo Logic sumologic.com Best for: AI recommends Sumo Logic most when buyers ask “best centralized logging platforms for DevOps teams” (85.7% of those answers) | 30.9% 95% CI 21.9–41.6% 25 mentions · avg pos 8.2 first pick 0% | — | GROK 42.9%GEMINI 34.6%CHATGPT 14.3%CLAUDE 28.6%PERPLEXITY 29.6% | Claim |
| 19 | AWS aws.amazon.com Best for: AI recommends AWS most when buyers ask “best log management tools for cloud infrastructure” (50% of those answers) | 25.9% 95% CI 17.6–36.4% 21 mentions · avg pos 15.2 first pick 0% | — | GROK 57.1%GEMINI 19.2%CHATGPT 71.4%CLAUDE 14.3%PERPLEXITY 18.5% | Claim |
| 20 | Better Stack betterstack.com Best for: AI recommends Better Stack most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (71.4% of those answers) | 24.7% 95% CI 16.6–35.1% 20 mentions · avg pos 6.1 first pick 15% | — | GROK 42.9%GEMINI 3.8%CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 48.1% | Claim |
| 21 | Grafana Loki Best for: AI recommends Grafana Loki most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (57.1% of those answers) | 24.7% 95% CI 16.6–35.1% 20 mentions · avg pos 7.1 first pick 5% | — | GEMINI 38.5%CLAUDE 21.4%PERPLEXITY 25.9% | Claim |
| 22 | Dynatrace dynatrace.com Best for: AI recommends Dynatrace most when buyers ask “which log management tool has the best alerting and anomaly detection” (75% of those answers) | 21% 95% CI 13.5–31.1% 17 mentions · avg pos 8.2 first pick 17.6% | — | GROK 42.9%GEMINI 23.1%CHATGPT 14.3%PERPLEXITY 25.9% | Claim |
| 23 | SigNoz signoz.io Best for: AI recommends SigNoz most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (71.4% of those answers) | 21% 95% CI 13.5–31.1% 17 mentions · avg pos 13 first pick 0% | — | GROK 71.4%GEMINI 23.1%CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 11.1% | Claim |
| 24 | Vector vector.co Best for: AI recommends Vector most when buyers ask “how do I set up log aggregation for a Kubernetes cluster” (50% of those answers) | 17.3% 95% CI 10.6–26.9% 14 mentions · avg pos 11.4 first pick 7.1% | — | GROK 42.9%GEMINI 15.4%CHATGPT 42.9%CLAUDE 7.1%PERPLEXITY 11.1% | Claim |
| 25 | Papertrail Best for: AI recommends Papertrail most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (64.3% of those answers) | 16% 95% CI 9.6–25.5% 13 mentions · avg pos 8.8 first pick 0% | — | GEMINI 23.1%CHATGPT 14.3%CLAUDE 7.1%PERPLEXITY 18.5% | Claim |
| 26 | Promtail Best for: AI recommends Promtail most when buyers ask “how do I set up log aggregation for a Kubernetes cluster” (50% of those answers) | 16% 95% CI 9.6–25.5% 13 mentions · avg pos 9.4 first pick 0% | — | GROK 42.9%GEMINI 19.2%CLAUDE 35.7% | Claim |
| 27 | EFK Best for: AI recommends EFK most when buyers ask “how do I set up log aggregation for a Kubernetes cluster” (78.6% of those answers) | 13.6% 95% CI 7.8–22.7% 11 mentions · avg pos 6 first pick 18.2% | — | GROK 14.3%GEMINI 11.5%CLAUDE 7.1%PERPLEXITY 22.2% | Claim |
| 28 | Filebeat Best for: AI recommends Filebeat most when buyers ask “what should I use to centralize and search logs from multiple microservices” (57.1% of those answers) | 13.6% 95% CI 7.8–22.7% 11 mentions · avg pos 7.6 first pick 18.2% | — | GEMINI 15.4%CHATGPT 14.3%CLAUDE 7.1%PERPLEXITY 18.5% | Claim |
| 29 | Sematext Best for: AI recommends Sematext most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (35.7% of those answers) | 11.1% 95% CI 6–19.8% 9 mentions · avg pos 8.4 first pick 11.1% | — | GROK 14.3%GEMINI 15.4%PERPLEXITY 14.8% | Claim |
| 30 | Loggly loggly.com Best for: AI recommends Loggly most when buyers ask “what should I use to centralize and search logs from multiple microservices” (42.9% of those answers) | 9.9% 95% CI 5.1–18.3% 8 mentions · avg pos 12.1 first pick 0% | — | GEMINI 7.7%PERPLEXITY 22.2% | Claim |
| 31 | Coralogix coralogix.com | 8.6% 95% CI 4.2–16.8% 7 mentions · avg pos 5.4 first pick 14.3% | — | GROK 14.3%GEMINI 7.7%CLAUDE 14.3%PERPLEXITY 7.4% | Claim |
| 32 | ClickHouse clickhouse.com | 8.6% 95% CI 4.2–16.8% 7 mentions · avg pos 12 first pick 0% | — | GROK 28.6%GEMINI 7.7%CHATGPT 28.6%PERPLEXITY 3.7% | Claim |
| 33 | Dash0 dash0.com Best for: AI recommends Dash0 most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (42.9% of those answers) | 7.4% 95% CI 3.4–15.2% 6 mentions · avg pos 10.7 first pick 16.7% | — | GROK 42.9%GEMINI 3.8%PERPLEXITY 7.4% | Claim |
| 34 | Mezmo mezmo.com Best for: AI recommends Mezmo most when buyers ask “cloud-hosted log management vs self-hosted ELK stack” (30% of those answers) | 7.4% 95% CI 3.4–15.2% 6 mentions · avg pos 11.3 first pick 0% | — | GROK 14.3%GEMINI 19.2% | Claim |
| 35 | Parseable parseable.com Best for: AI recommends Parseable most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (64.3% of those answers) | 7.4% 95% CI 3.4–15.2% 6 mentions · avg pos 18 first pick 0% | — | GROK 14.3%GEMINI 11.5%CLAUDE 7.1%PERPLEXITY 3.7% | Claim |
| 36 | Grafana grafana.com | 6.2% 95% CI 2.7–13.6% 5 mentions · avg pos 4.5 first pick 20% | — | CLAUDE 28.6%PERPLEXITY 3.7% | Claim |
| 37 | Cribl Stream cribl.io Best for: AI recommends Cribl Stream most when buyers ask “best log management tools for cloud infrastructure” (42.9% of those answers) | 6.2% 95% CI 2.7–13.6% 5 mentions · avg pos 5.4 first pick 0% | — | GROK 42.9%PERPLEXITY 7.4% | Claim |
| 38 | LogDNA logdna.com | 6.2% 95% CI 2.7–13.6% 5 mentions · avg pos 11.6 first pick 0% | — | GEMINI 19.2% | Claim |
| 39 | SolarWinds Observability solarwinds.com Best for: AI recommends SolarWinds Observability most when buyers ask “affordable alternatives to expensive enterprise log management platforms” (35.7% of those answers) | 4.9% 95% CI 1.9–12% 4 mentions · avg pos 10.3 first pick 0% | — | GEMINI 11.5%PERPLEXITY 3.7% | Claim |
| 40 | EFK Stack Best for: AI recommends EFK Stack most when buyers ask “how do I set up log aggregation for a Kubernetes cluster” (35.7% of those answers) | 4.9% 95% CI 1.9–12% 4 mentions · avg pos 12 first pick 0% | — | GEMINI 7.7%PERPLEXITY 7.4% | Claim |
| 41 | Grafana Alloy | 3.7% 95% CI 1.3–10.3% 3 mentions · avg pos 6 first pick 66.7% | — | GROK 14.3%GEMINI 3.8%PERPLEXITY 3.7% | Claim |
| 42 | Dev.to dev.to Best for: AI recommends Dev.to most when buyers ask “which log management tool has the best alerting and anomaly detection” (33.3% of those answers) | 3.7% 95% CI 1.3–10.3% 3 mentions · avg pos 11 first pick 0% | — | GROK 14.3%PERPLEXITY 7.4% | Claim |
| 43 | Beats | 3.7% 95% CI 1.3–10.3% 3 mentions · avg pos 11.3 first pick 0% | — | GROK 14.3%GEMINI 3.8%CHATGPT 14.3% | Claim |
| 44 | Kloudfuse kloudfuse.com | 3.7% 95% CI 1.3–10.3% 3 mentions · avg pos 13 first pick 0% | — | GROK 28.6%GEMINI 3.8% | Claim |
| 45 | OpenTelemetry Collector | 3.7% 95% CI 1.3–10.3% 3 mentions · avg pos 17 first pick 0% | — | GEMINI 3.8%CHATGPT 28.6% | Claim |
| 46 | Kafka | 3.7% 95% CI 1.3–10.3% 3 mentions · avg pos 19 first pick 0% | — | GEMINI 3.8%CHATGPT 14.3%CLAUDE 7.1% | Claim |
| 47 | Datadog Log Management datadog.com | 2.5% 95% CI 0.7–8.6% 2 mentions · avg pos 1 first pick 50% | — | PERPLEXITY 7.4% | Claim |
| 48 | Middleware middleware.io Best for: AI recommends Middleware most when buyers ask “best centralized logging platforms for DevOps teams” (42.9% of those answers) | 2.5% 95% CI 0.7–8.6% 2 mentions · avg pos 2 first pick 0% | — | CLAUDE 14.3% | Claim |
| 49 | Exabeam exabeam.com Best for: AI recommends Exabeam most when buyers ask “which log management tool has the best alerting and anomaly detection” (41.7% of those answers) | 2.5% 95% CI 0.7–8.6% 2 mentions · avg pos 8 first pick 0% | — | GROK 14.3%PERPLEXITY 3.7% | Claim |
| 50 | Groundcover groundcover.com Best for: AI recommends Groundcover most when buyers ask “what should I use to centralize and search logs from multiple microservices” (35.7% of those answers) | 2.5% 95% CI 0.7–8.6% 2 mentions first pick 0% | — | GROK 14.3%PERPLEXITY 3.7% | Claim |
| 51 | Sematext Synthetics sematext.com | 1.2% 95% CI 0.2–6.7% 1 mentions · avg pos 3 first pick 0% | — | GROK 14.3% | Claim |
| 52 | OneUptime oneuptime.com Best for: AI recommends OneUptime most when buyers ask “cloud-hosted log management vs self-hosted ELK stack” (30% of those answers) | 1.2% 95% CI 0.2–6.7% 1 mentions · avg pos 10 first pick 0% | — | GROK 14.3% | Claim |
| 53 | Cloud Native Computing Foundation cncf.io | 1.2% 95% CI 0.2–6.7% 1 mentions · avg pos 13 first pick 0% | — | GROK 14.3% | Claim |
| 54 | CrowdStrike Falcon crowdstrike.com | 1.2% 95% CI 0.2–6.7% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 55 | CubeAPM cubeapm.com | 1.2% 95% CI 0.2–6.7% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 56 | LogicMonitor logicmonitor.com | 1.2% 95% CI 0.2–6.7% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 57 | ManageEngine EventLog Analyzer manageengine.com | 1.2% 95% CI 0.2–6.7% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 58 | SentinelOne Singularity sentinelone.com | 1.2% 95% CI 0.2–6.7% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
| 59 | Substack substack.com | 1.2% 95% CI 0.2–6.7% 1 mentions first pick 0% | — | PERPLEXITY 3.7% | Claim |
Reading the numbers: Share is a point estimate on 81 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.
Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.
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