What AI assistants actually recommend when buyers ask about self-hosted monitoring and observability platforms — measured weekly across 3 engines, published as open data.
Updated 2026-08-07 · 49 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: 49 AI answers · Window: Jul 10, 2026 – Aug 7, 2026 (4-week rolling) · trend vs prior 4 weeks (44 answers)
Across 49 sampled AI answers from 3 engines, Prometheus is recommended most often — appearing in 95.9% of recommendations, followed by OpenTelemetry (77.6%) and OpenObserve (77.6%).
This is a measurement of share of voice across 3 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | Prometheus prometheus.io | 95.9% 95% CI 86.3–98.9% 47 mentions · avg pos 3.6 first pick 38.3% | — | GEMINI 100%CLAUDE 100%PERPLEXITY 90.5% | Claim |
| 2 | OpenTelemetry opentelemetry.io Best for: AI recommends OpenTelemetry most when buyers ask “best self-hosted observability stack for a DevOps team monitoring microservices” (100% of those answers) | 77.6% 95% CI 64.1–87% 38 mentions · avg pos 4.7 first pick 21.1% | — | GEMINI 85.7%CLAUDE 57.1%PERPLEXITY 76.2% | Claim |
| 3 | OpenObserve openobserve.ai Best for: AI recommends OpenObserve most when buyers ask “best self-hosted observability stack for a DevOps team monitoring microservices” (88.9% of those answers) | 77.6% 95% CI 64.1–87% 38 mentions · avg pos 5.1 first pick 21.1% | — | GEMINI 85.7%CLAUDE 42.9%PERPLEXITY 81% | Claim |
| 4 | Loki Best for: AI recommends Loki most when buyers ask “best self-hosted observability stack for a DevOps team monitoring microservices” (88.9% of those answers) | 75.5% 95% CI 61.9–85.4% 37 mentions · avg pos 4.1 first pick 24.3% | — | GEMINI 85.7%CLAUDE 85.7%PERPLEXITY 61.9% | Claim |
| 5 | Tempo Best for: AI recommends Tempo most when buyers ask “best self-hosted observability stack for a DevOps team monitoring microservices” (88.9% of those answers) | 67.3% 95% CI 53.4–78.8% 33 mentions · avg pos 5.3 first pick 18.2% | — | GEMINI 76.2%CLAUDE 71.4%PERPLEXITY 57.1% | Claim |
| 6 | SigNoz signoz.io Best for: AI recommends SigNoz most when buyers ask “best self-hosted observability stack for a DevOps team monitoring microservices” (88.9% of those answers) | 67.3% 95% CI 53.4–78.8% 33 mentions · avg pos 6.2 first pick 21.2% | — | GEMINI 81%CLAUDE 42.9%PERPLEXITY 61.9% | Claim |
| 7 | Jaeger jaegertracing.io Best for: AI recommends Jaeger most when buyers ask “what open-source tool should I use to replace a costly hosted APM platform for a Kubernetes cluster” (100% of those answers) | 49% 95% CI 35.6–62.5% 24 mentions · avg pos 8.6 first pick 4.2% | — | GEMINI 71.4%CLAUDE 28.6%PERPLEXITY 33.3% | Claim |
| 8 | Elasticsearch elastic.co Best for: AI recommends Elasticsearch most when buyers ask “what open-source tool should I use to replace a costly hosted APM platform for a Kubernetes cluster” (88.9% of those answers) | 44.9% 95% CI 31.9–58.7% 22 mentions · avg pos 8.9 first pick 13.6% | — | GEMINI 85.7%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 9 | Mimir Best for: AI recommends Mimir most when buyers ask “best self-hosted observability stack for a DevOps team monitoring microservices” (55.6% of those answers) | 38.8% 95% CI 26.4–52.8% 19 mentions · avg pos 5.8 first pick 21.1% | — | GEMINI 47.6%CLAUDE 57.1%PERPLEXITY 23.8% | Claim |
| 10 | ClickHouse clickhouse.com Best for: AI recommends ClickHouse most when buyers ask “how do I set up a self-hosted monitoring system with metrics, logs, and traces in one place” (88.9% of those answers) | 38.8% 95% CI 26.4–52.8% 19 mentions · avg pos 8.9 first pick 10.5% | — | GEMINI 47.6%CLAUDE 28.6%PERPLEXITY 33.3% | Claim |
| 11 | Grafana grafana.com | 36.7% 95% CI 24.7–50.7% 18 mentions · avg pos 3.4 first pick 27.8% | — | GEMINI 28.6%CLAUDE 71.4%PERPLEXITY 33.3% | Claim |
| 12 | Kibana Best for: AI recommends Kibana most when buyers ask “open-source observability alternatives to expensive cloud monitoring services” (55.6% of those answers) | 34.7% 95% CI 22.9–48.7% 17 mentions · avg pos 10.6 first pick 0% | — | GEMINI 66.7%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 13 | Grafana Loki Best for: AI recommends Grafana Loki most when buyers ask “best self-hosted observability stack for a DevOps team monitoring microservices” (55.6% of those answers) | 32.7% 95% CI 21.2–46.6% 16 mentions · avg pos 4.4 first pick 12.5% | — | GEMINI 38.1%CLAUDE 14.3%PERPLEXITY 33.3% | Claim |
| 14 | ELK Best for: AI recommends ELK most when buyers ask “open-source observability alternatives to expensive cloud monitoring services” (77.8% of those answers) | 32.7% 95% CI 21.2–46.6% 16 mentions · avg pos 9.4 first pick 6.3% | — | GEMINI 57.1%CLAUDE 28.6%PERPLEXITY 9.5% | Claim |
| 15 | Helm helm.sh Best for: AI recommends Helm most when buyers ask “how do I set up a self-hosted monitoring system with metrics, logs, and traces in one place” (88.9% of those answers) | 28.6% 95% CI 17.8–42.4% 14 mentions · avg pos 6.9 first pick 21.4% | — | GEMINI 57.1%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 16 | Netdata netdata.cloud Best for: AI recommends Netdata most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (100% of those answers) | 28.6% 95% CI 17.8–42.4% 14 mentions · avg pos 7 first pick 21.4% | — | GEMINI 38.1%CLAUDE 14.3%PERPLEXITY 23.8% | Claim |
| 17 | Datadog datadoghq.com Best for: AI recommends Datadog most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (88.9% of those answers) | 26.5% 95% CI 16.2–40.3% 13 mentions · avg pos 4.6 first pick 7.7% | — | GEMINI 14.3%CLAUDE 28.6%PERPLEXITY 38.1% | Claim |
| 18 | Zipkin Best for: AI recommends Zipkin most when buyers ask “open-source observability alternatives to expensive cloud monitoring services” (66.7% of those answers) | 26.5% 95% CI 16.2–40.3% 13 mentions · avg pos 10.9 first pick 0% | — | GEMINI 52.4%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 19 | Kubernetes kubernetes.io | 24.5% 95% CI 14.6–38.1% 12 mentions · avg pos 5.8 first pick 8.3% | — | GEMINI 28.6%PERPLEXITY 28.6% | Claim |
| 20 | OpenTelemetry Collector Best for: AI recommends OpenTelemetry Collector most when buyers ask “how do I set up a self-hosted monitoring system with metrics, logs, and traces in one place” (66.7% of those answers) | 24.5% 95% CI 14.6–38.1% 12 mentions · avg pos 10.4 first pick 16.7% | — | GEMINI 23.8%CLAUDE 28.6%PERPLEXITY 23.8% | Claim |
| 21 | ELK Stack Best for: AI recommends ELK Stack most when buyers ask “open-source observability alternatives to expensive cloud monitoring services” (55.6% of those answers) | 24.5% 95% CI 14.6–38.1% 12 mentions · avg pos 12 first pick 8.3% | — | GEMINI 52.4%PERPLEXITY 4.8% | Claim |
| 22 | New Relic newrelic.com Best for: AI recommends New Relic most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (77.8% of those answers) | 20.4% 95% CI 11.5–33.6% 10 mentions · avg pos 4.4 first pick 10% | — | GEMINI 9.5%PERPLEXITY 38.1% | Claim |
| 23 | Zabbix zabbix.com Best for: AI recommends Zabbix most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (88.9% of those answers) | 20.4% 95% CI 11.5–33.6% 10 mentions · avg pos 7.1 first pick 0% | — | GEMINI 19%CLAUDE 14.3%PERPLEXITY 23.8% | Claim |
| 24 | Coroot Best for: AI recommends Coroot most when buyers ask “what open-source tool should I use to replace a costly hosted APM platform for a Kubernetes cluster” (55.6% of those answers) | 20.4% 95% CI 11.5–33.6% 10 mentions · avg pos 10.1 first pick 0% | — | GEMINI 23.8%PERPLEXITY 23.8% | Claim |
| 25 | OpenSearch opensearch.org Best for: AI recommends OpenSearch most when buyers ask “open-source observability alternatives to expensive cloud monitoring services” (55.6% of those answers) | 20.4% 95% CI 11.5–33.6% 10 mentions · avg pos 11.1 first pick 0% | — | GEMINI 33.3%PERPLEXITY 14.3% | Claim |
| 26 | Apache SkyWalking skywalking.apache.org Best for: AI recommends Apache SkyWalking most when buyers ask “best open-source monitoring platform for tracking application performance and infrastructure metrics” (33.3% of those answers) | 18.4% 95% CI 10–31.4% 9 mentions · avg pos 9.6 first pick 0% | — | GEMINI 33.3%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 27 | Docker docker.com Best for: AI recommends Docker most when buyers ask “how do I set up a self-hosted monitoring system with metrics, logs, and traces in one place” (66.7% of those answers) | 14.3% 95% CI 7.1–26.7% 7 mentions · avg pos 4.6 first pick 28.6% | — | GEMINI 19%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 28 | VictoriaMetrics victoriametrics.com Best for: AI recommends VictoriaMetrics most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (44.4% of those answers) | 14.3% 95% CI 7.1–26.7% 7 mentions · avg pos 6.9 first pick 0% | — | GEMINI 19%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 29 | Grafana Labs Best for: AI recommends Grafana Labs most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (44.4% of those answers) | 14.3% 95% CI 7.1–26.7% 7 mentions · avg pos 7 first pick 14.3% | — | GEMINI 23.8%CLAUDE 28.6% | Claim |
| 30 | Alertmanager Best for: AI recommends Alertmanager most when buyers ask “best open-source monitoring platform for tracking application performance and infrastructure metrics” (33.3% of those answers) | 14.3% 95% CI 7.1–26.7% 7 mentions · avg pos 7.3 first pick 14.3% | — | GEMINI 9.5%PERPLEXITY 23.8% | Claim |
| 31 | Grafana Tempo | 14.3% 95% CI 7.1–26.7% 7 mentions · avg pos 11.7 first pick 0% | — | GEMINI 33.3% | Claim |
| 32 | Parseable parseable.com Best for: AI recommends Parseable most when buyers ask “self-hosted observability platform for a fintech company with strict data residency requirements” (66.7% of those answers) | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 6.6 first pick 0% | — | GEMINI 19%PERPLEXITY 9.5% | Claim |
| 33 | Elastic Stack Best for: AI recommends Elastic Stack most when buyers ask “what open-source tool should I use to replace a costly hosted APM platform for a Kubernetes cluster” (44.4% of those answers) | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 7.3 first pick 0% | — | GEMINI 28.6% | Claim |
| 34 | LibreNMS librenms.org Best for: AI recommends LibreNMS most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (66.7% of those answers) | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 11.2 first pick 0% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 35 | ClickStack Best for: AI recommends ClickStack most when buyers ask “open-source observability alternatives to expensive cloud monitoring services” (33.3% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 4.5 first pick 0% | — | PERPLEXITY 23.8% | Claim |
| 36 | SolarWinds Observability solarwinds.com Best for: AI recommends SolarWinds Observability most when buyers ask “self-hosted observability platform for a fintech company with strict data residency requirements” (44.4% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 5.3 first pick 20% | — | GEMINI 9.5%PERPLEXITY 14.3% | Claim |
| 37 | Grafana LGTM Stack Best for: AI recommends Grafana LGTM Stack most when buyers ask “best self-hosted observability stack for a DevOps team monitoring microservices” (33.3% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 5.5 first pick 0% | — | GEMINI 19%CLAUDE 14.3% | Claim |
| 38 | Uptrace Best for: AI recommends Uptrace most when buyers ask “how do I set up a self-hosted monitoring system with metrics, logs, and traces in one place” (33.3% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 7.4 first pick 0% | — | GEMINI 19%PERPLEXITY 4.8% | Claim |
| 39 | Fluentd fluentd.org | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 7.6 first pick 0% | — | GEMINI 19%CLAUDE 14.3% | Claim |
| 40 | Fluent Bit fluentbit.io | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 10 first pick 0% | — | GEMINI 19%PERPLEXITY 4.8% | Claim |
| 41 | Graylog graylog.org Best for: AI recommends Graylog most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (33.3% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 10 first pick 0% | — | GEMINI 23.8% | Claim |
| 42 | CubeAPM cubeapm.com Best for: AI recommends CubeAPM most when buyers ask “self-hosted observability platform for a fintech company with strict data residency requirements” (44.4% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 13 first pick 0% | — | GEMINI 4.8%PERPLEXITY 19% | Claim |
| 43 | Nagios nagios.org Best for: AI recommends Nagios most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (44.4% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 13.3 first pick 0% | — | GEMINI 19%PERPLEXITY 4.8% | Claim |
| 44 | Elastic APM Best for: AI recommends Elastic APM most when buyers ask “best open-source monitoring platform for tracking application performance and infrastructure metrics” (44.4% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 15.8 first pick 0% | — | GEMINI 19%CLAUDE 14.3% | Claim |
| 45 | HyperDX Best for: AI recommends HyperDX most when buyers ask “open-source observability alternatives to expensive cloud monitoring services” (33.3% of those answers) | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 5 first pick 0% | — | PERPLEXITY 19% | Claim |
| 46 | Monitorix monitorix.org Best for: AI recommends Monitorix most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (44.4% of those answers) | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 5.8 first pick 25% | — | GEMINI 9.5%PERPLEXITY 9.5% | Claim |
| 47 | Uptime Kuma uptime.kuma.pet Best for: AI recommends Uptime Kuma most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (66.7% of those answers) | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 8.8 first pick 0% | — | GEMINI 9.5%PERPLEXITY 9.5% | Claim |
| 48 | Thanos | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 14 first pick 0% | — | GEMINI 19% | Claim |
| 49 | OpenTelemetry Collectors | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 21.5 first pick 0% | — | GEMINI 4.8%PERPLEXITY 14.3% | Claim |
| 50 | Metoro metoro.io Best for: AI recommends Metoro most when buyers ask “best self-hosted observability stack for a DevOps team monitoring microservices” (55.6% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 6 first pick 0% | — | GEMINI 4.8%PERPLEXITY 9.5% | Claim |
| 51 | Cortex cortex.io Best for: AI recommends Cortex most when buyers ask “open-source observability alternatives to expensive cloud monitoring services” (33.3% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 6.3 first pick 33.3% | — | GEMINI 9.5%CLAUDE 14.3% | Claim |
| 52 | Checkmk checkmk.com Best for: AI recommends Checkmk most when buyers ask “lightweight open-source monitoring alternatives to large paid observability platforms” (44.4% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 12 first pick 0% | — | GEMINI 9.5%PERPLEXITY 4.8% | Claim |
| 53 | Dev.to dev.to | 6.1% 95% CI 2.1–16.5% 3 mentions first pick 0% | — | PERPLEXITY 14.3% | Claim |
| 54 | Middleware middleware.io | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 3.5 first pick 0% | — | GEMINI 9.5% | Claim |
| 55 | OneUptime oneuptime.com | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 4.5 first pick 0% | — | GEMINI 9.5% | Claim |
| 56 | Coralogix coralogix.com Best for: AI recommends Coralogix most when buyers ask “self-hosted observability platform for a fintech company with strict data residency requirements” (44.4% of those answers) | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 6 first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 57 | Splunk splunk.com | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 7 first pick 0% | — | GEMINI 9.5% | Claim |
| 58 | AWS aws.amazon.com | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 7.5 first pick 0% | — | GEMINI 9.5% | Claim |
| 59 | F6S f6s.com Best for: AI recommends F6S most when buyers ask “self-hosted observability platform for a fintech company with strict data residency requirements” (33.3% of those answers) | 4.1% 95% CI 1.1–13.7% 2 mentions first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 60 | Groundcover groundcover.com Best for: AI recommends Groundcover most when buyers ask “open-source observability alternatives to expensive cloud monitoring services” (44.4% of those answers) | 4.1% 95% CI 1.1–13.7% 2 mentions first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 61 | SourceForge sourceforge.net Best for: AI recommends SourceForge most when buyers ask “open-source observability alternatives to expensive cloud monitoring services” (33.3% of those answers) | 4.1% 95% CI 1.1–13.7% 2 mentions first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 62 | Cloud Native Computing Foundation cncf.io | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 1 first pick 100% | — | GEMINI 4.8% | Claim |
| 63 | OTel Collector | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 1 first pick 100% | — | PERPLEXITY 4.8% | Claim |
| 64 | Kube-prometheus Stack | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 3 first pick 0% | — | GEMINI 4.8% | Claim |
| 65 | Pyroscope | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 6 first pick 0% | — | GEMINI 4.8% | Claim |
| 66 | OpenTelemetry Operator | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 7 first pick 0% | — | GEMINI 4.8% | Claim |
| 67 | Vector vector.co | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 22 first pick 0% | — | GEMINI 4.8% | Claim |
| 68 | PagerDuty pagerduty.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 37 first pick 0% | — | GEMINI 4.8% | Claim |
| 69 | Braintrust braintrust.dev | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 70 | CloudWatch | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 71 | Countly countly.com Best for: AI recommends Countly most when buyers ask “self-hosted observability platform for a fintech company with strict data residency requirements” (55.6% of those answers) | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 72 | Integrate.io integrate.io | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 73 | Kong konghq.com | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 74 | LogicMonitor logicmonitor.com Best for: AI recommends LogicMonitor most when buyers ask “what open-source tool should I use to replace a costly hosted APM platform for a Kubernetes cluster” (44.4% of those answers) | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 75 | PostHog posthog.com | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 76 | Rollbar rollbar.com Best for: AI recommends Rollbar most when buyers ask “what open-source tool should I use to replace a costly hosted APM platform for a Kubernetes cluster” (44.4% of those answers) | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 77 | SUSE Edge suse.com | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 78 | Sematext Synthetics sematext.com | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 79 | Spacelift spacelift.io | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
Reading the numbers: Share is a point estimate on 49 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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