B2B Software Prompt

Best observability platform for microservices

Which brands do AI models actually recommend for this b2b software question? We re-run this regularly and track how the answers shift.

Tracked since Mar 21·Last scanned 3d ago

10

AI Models

43

Snapshots

114

Brands Detected

94

Sources Cited

75 brands come up when 10 AI models answer “Best observability platform for microservices”. We re-run this prompt every few days with web search on across ChatGPT, Claude, Gemini, Grok, DeepSeek, and Perplexity.

What AI models recommend

10 models queried · Last scanned 3d ago

Unanimous

10/10 models recommend Datadog

ChatGPTChatGPT
ClaudeClaude
DeepSeekDeepSeek
Ddeepseek-chat
GeminiGemini
Ggemini-3-flash
Ggpt-5
GrokGrok
Ggrok-4-1-fast
PerplexityPerplexity
Brand
ChatGPTChatGPT
ClaudeClaude
DeepSeekDeepSeek
Ddeepseek-chat
GeminiGemini
Ggemini-3-flash
Ggpt-5
GrokGrok
Ggrok-4-1-fast
PerplexityPerplexity
Total
DatadogDatadog
10/10
KubernetesKubernetes
10/10
OpenTelemetryOpenTelemetry
10/10
TeamsTeams
10/10
New RelicNew Relic
9/10
DynatraceDynatrace
9/10
GrafanaGrafana
9/10
SaaSSaaS
8/10
PrometheusPrometheus
7/10
TempoTempo
7/10
Grafana CloudGrafana Cloud
6/10
OnOn
5/10
DavisDavis
5/10
Davis AIDavis AI
5/10
LokiLoki
5/10
HoneycombHoneycomb
4/10
OneAgentOneAgent
4/10
SigNozSigNoz
4/10
SplunkSplunk
4/10
EaseEase
4/10
JaegerJaeger
4/10
Elastic ObservabilityElastic Observability
3/10
UptraceUptrace
3/10
SmartScapeSmartScape
3/10
AWSAWS
3/10
DocsDocs
3/10
MimirMimir
3/10
ChronosphereChronosphere
2/10
ClickHouseClickHouse
2/10
InsightsInsights
2/10
SignalSignal
2/10
FullyFully
2/10
GoldGold
2/10
OpenObserveOpenObserve
2/10
CNCFCNCF
2/10
OpenAIOpenAI
2/10
Splunk Observability CloudSplunk Observability Cloud
2/10
GartnerGartner
2/10
Grafana LabsGrafana Labs
2/10
IBMIBM
2/10
AdvantageAdvantage
1/10
AtatusAtatus
1/10
CloudWatchCloudWatch
1/10
ElasticElastic
1/10
APIAPI
1/10
BoxBox
1/10
LinuxLinux
1/10
MatrixMatrix
1/10
MemoryMemory
1/10
MetoroMetoro
1/10
PixiePixie
1/10
PromQLPromQL
1/10
TraceQLTraceQL
1/10
AzureAzure
1/10
GCPGCP
1/10
PDFPDF
1/10
Native TeamsNative Teams
1/10
PODSPODS
1/10
ParquetParquet
1/10
S3S3
1/10
UberUber
1/10
HPHP
1/10
PinpointPinpoint
1/10
InstantlyInstantly
1/10
LightstepLightstep
1/10
Node.jsNode.js
1/10
FidelityFidelity
1/10
GrailGrail
1/10
PyroscopePyroscope
1/10
RUMRUM
1/10
SignalFxSignalFx
1/10
BalanceBalance
1/10
Gartner Peer InsightsGartner Peer Insights
1/10
RedditReddit
1/10
reddit.comreddit.com
1/10

Key Quotes

ClaudeClaude

> 💡 Best-of-breed approach: For teams using a best-of-breed stack, Prometheus handles metrics, Grafana handles visualization, and Jaeger or Tempo handles tracing.

Ddeepseek-chat

Grafana Cloud Grafana Cloud provides a fully managed distributed tracing system powered by Tempo:

DeepSeekDeepSeek

It claims to process "billions of spans at a fraction of the cost of Datadog." - Open Standards: Ingest data from OpenTelemetry, Prometheus, Vector, FluentBit, CloudWatch, and more.

Ggemini-3-flash

Best Open-Source / Self-Hosted Stack: The LGTM Stack (Grafana Labs) Composed of Loki (logs), Grafana (dashboards), Tempo (traces), and Mimir (metrics), this is the most popular open-source alternative.

GeminiGemini

Its "LGTM" stack (Loki for logs, Grafana for dashboards, Tempo for traces, Mimir for metrics) is the gold standard for teams that want an open-source architecture without the operational headache of self-hosting it.

B2B Software brand rankings

Brands ranked by how many AI models mention them. Trend shows change since the last scan.

#BrandScoreTrend
1Teams10/103
2Datadog10/10
3OpenTelemetry10/10
4Kubernetes10/102
5New Relic9/103
6Dynatrace9/101
7Grafana9/101
8SaaS8/101
9Prometheus7/102
10Tempo7/101
11Grafana Cloud6/102
12Loki5/102
13On5/101
14Davis5/102
15Davis AI5/101
16Ease4/101
17OneAgent4/101
18Honeycomb4/101
19SigNoz4/101
20Splunk4/10
21Jaeger4/101
22Elastic Observability3/10
23Mimir3/101
24SmartScape3/103
25Uptrace3/103
26AWS3/101
27Docs3/101
28OpenAI2/10
29Insights2/101
30Fully2/10
31CNCF2/10
32Chronosphere2/101
33Gold2/102
34Grafana Labs2/102
35Gartner2/102
36ClickHouse2/101
37Signal2/102
38IBM2/10
39Splunk Observability Cloud2/102
40OpenObserve2/103
41reddit.com1/10
42Advantage1/10
43Atatus1/101
44Azure1/10
45Balance1/101
46Box1/102
47CloudWatch1/101
48Elastic1/101
49Fidelity1/10
50GCP1/101
51Gartner Peer Insights1/101
52Grail1/101
53HP1/101
54Instantly1/101
55Lightstep1/101
56Linux1/101
57Matrix1/101
58Memory1/10
59Metoro1/10
60Native Teams1/101
61Node.js1/101
62PDF1/10
63PODS1/101
64Parquet1/103
65Pinpoint1/10
66Pixie1/101
67PromQL1/10
68Pyroscope1/101
69RUM1/101
70Reddit1/10
71S31/101
72SignalFx1/101
73TraceQL1/101
74Uber1/101
75API1/101

B2B Software brand visibility over time

Track how brand mentions shift across AI models over time.

What changed and when

Every brand addition, removal, and citation change logged with timestamps.

3d ago
GeminiGemini rank changed for Kubernetes
3d ago
GeminiGemini rank changed for On
3d ago
GeminiGemini rank changed for Memory
3d ago
GeminiGemini removed citation platformengineering.org
3d ago
GeminiGemini removed citation reddit.com
3d ago
GeminiGemini removed citation docs.honeycomb.io
3d ago
GeminiGemini removed citation
3d ago
GeminiGemini removed citation youtube.com
3d ago
GeminiGemini removed citation icertglobal.com
3d ago
GeminiGemini stopped mentioning Android

Where AI models get their sources

Domains cited by AI models when answering this prompt, ranked by how many models reference them.

DomainModels
dynatrace.com6 models
signoz.io5 models
datadoghq.com4 models
grafana.com4 models
atatus.com3 models
checkmk.com3 models
rootly.com3 models
elastic.co3 models
dev.to2 models
splunk.com2 models
gartner.com2 models
1 model
uptrace.dev1 model
honeycomb.io1 model
ibm.com1 model
ir.com1 model
metoro.io1 model
newrelic.com1 model
reddit.com1 model

Related b2b software prompts

Frequently asked questions

Teams ranks first, mentioned by 10/10 AI models. Also mentioned often: Datadog, OpenTelemetry, Kubernetes.

10 AI models answer this prompt: Claude Sonnet 4.6, deepseek-chat, DeepSeek V4, gemini-3-flash, Gemini 3.5 Flash, gpt-5, GPT-5.4 Mini, grok-4-1-fast, Grok 4.3, Perplexity. We look at each response to see which brands show up and what sources get cited.

On a recurring schedule. We run this prompt through every model with web search on, pull out brand mentions and citations, then flag anything that changed.

AI models cite 36 unique domains when answering this prompt. The most-cited sources include dynatrace.com, signoz.io, opentelemetry.io.

We regularly send real b2b software prompts to ChatGPT, Claude, Gemini, Grok, DeepSeek, and Perplexity. Sign up free to track your own brand and competitors.

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