What does AI recommend for full-stack observability platforms?

Datadog has solidified its position as the most frequently recommended full-stack observability platform, overtaking Grafana for the top spot between October 2025 and March 2026. Across the niche, AI responses show a growing preference for comprehensive commercial SaaS solutions, with Dynatrace, New Relic, and Honeycomb all seeing significant gains in mindshare against open-source alternatives.

Which full-stack observability platforms brands appear most in AI answers?

Across 4,262 AI responses, Datadog is mentioned most, named in 77% of them, followed by Grafana (69%) and Dynatrace (59%).

How does Parse rank these brands?

Parse measures each brand's mention rate — the share of answers naming it — across 4,262 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.

How does a brand enter this ranking?

Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.

Best full-stack observability platforms, according to AI

Data as of Aug 25, 2026 · Based on 4,262 AI responses · See how Parse measures this

Full-Stack Observability Platforms

384 brands

ParseChatGPT + Google AI

Parse

https://parse.gl

Measured across ChatGPT & Google AI

Best Full-Stack Observability Platforms, According to ChatGPT & Google AI | Parse

#	Brand	What AI says	Mention rate
1	DatadogThe top-ranked, all-in-one SaaS platform for unified logs, metrics, and traces.	The top-ranked, all-in-one SaaS platform for unified logs, metrics, and traces.	77%
2	GrafanaFrequently recommended with Prometheus for flexible, open-source dashboards and visualization.	Frequently recommended with Prometheus for flexible, open-source dashboards and visualization.	69%
3	DynatraceAn enterprise contender noted for its AI-driven insights and automatic dependency mapping.	An enterprise contender noted for its AI-driven insights and automatic dependency mapping.	59%
4	New RelicA resurgent full-stack platform, increasingly cited for its unified observability features.	A resurgent full-stack platform, increasingly cited for its unified observability features.	50%
5	JaegerThe go-to open-source choice for distributed tracing, especially for Kubernetes-native stacks.	The go-to open-source choice for distributed tracing, especially for Kubernetes-native stacks.	47%
6	OpenTelemetryThe essential vendor-neutral standard for instrumenting and collecting telemetry data.	The essential vendor-neutral standard for instrumenting and collecting telemetry data.	42%
7	SigNozA modern open-source platform offering unified metrics, logs, and traces.	A modern open-source platform offering unified metrics, logs, and traces.	37%
8	HoneycombA developer-focused tool excelling at high-cardinality tracing and debugging complex microservices.	A developer-focused tool excelling at high-cardinality tracing and debugging complex microservices.	36%
9	PrometheusThe industry standard for open-source metrics collection, typically paired with Grafana.	The industry standard for open-source metrics collection, typically paired with Grafana.	35%
10	Zipkin		26%
11	Elastic		24%
12	Cisco		22%
13	Amazon		13%
14	OpenObserve		9%
15	Sysdig		9%
16	Lumigo		8%
17	IBM		7%
18	Uptrace		7%
19	ServiceNow		6%
20	Apache Software Foundation		6%
21	Netdata Cloud		5%
22	Alphabet		5%
23	Microsoft		5%
24	Dash0		4%
25	Portainer		4%
26	SolarWinds		4%
27	LogicMonitor		3%
28	Sematext		3%
29	Last9		3%
30	magic-trace		3%
31	Istio		2%
32	OpenSearch		2%
33	Coralogix		2%
34	Parseable		2%
35	ClickHouse		2%
36	Perfetto		2%
37	Virima		2%
38	cAdvisor		2%
39	Chronosphere		2%
40	Catchpoint		2%
41	Backstage		2%
42	Zabbix		2%
43	Kubernetes		2%
44	Dozzle		2%
45	Linkerd		2%
46	Dashbird		2%
47	bpftrace		2%
48	Kiali		1%
49	Sumo Logic		1%
50	LTTng		1%
51	Sentry		1%
52	Middleware		1%
53	DTrace		1%
54	Yworks		1%
55	Checkmk		1%
56	eBPF		1%
57	Manageengine		1%
58	Beszel		1%
59	BetterStack		1%
60	MetricFire		1%
61	Graphviz		1%
62	Ortelius		1%
63	BCC (BPF Compiler Collection)		<1%
64	Tempo		<1%
65	Prometheus Node Exporter		<1%
66	ftrace		<1%
67	Atatus		<1%
68	Logz.io		<1%
69	Glances		<1%
70	Faddom		<1%
71	Odigos		<1%
72	Mermaid Chart		<1%
73	Influxdata		<1%
74	Site24x7		<1%
75	Atlassian		<1%
76	kube-state-metrics		<1%
77	SUSE		<1%
78	Icinga		<1%
79	Falco		<1%
80	groundcover		<1%
81	Pinpoint APM		<1%
82	Docker		<1%
83	ScienceLogic		<1%
84	The Linux Kernel Archives		<1%
85	OpsLevel		<1%
86	Device42		<1%
87	perf (Linux)		<1%
88	HyperDX		<1%
89	Logit.io		<1%
90	Thanos		<1%
91	Diagrams.net		<1%
92	HashiCorp		<1%
93	trace-cmd		<1%
94	CodeScene		<1%
95	vFunction		<1%
96	Parca		<1%
97	Tracetest		<1%
98	k6		<1%
99	LDB		<1%
100	AppDynamics		<1%