“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.
10
AI Models
34
Snapshots
99
Brands Detected
81
Sources Cited
68 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 Jun 15
Unanimous
10/10 models recommend Datadog
ChatGPT
Claude
DeepSeek
Gemini
Grok
Perplexity| Brand | ChatGPT | Claude | DeepSeek | Ddeepseek-chat | Gemini | Ggemini-3-flash | Ggpt-5 | Grok | Ggrok-4-1-fast | Perplexity | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
 Datadog | 10/10 | ||||||||||
 Dynatrace | 10/10 | ||||||||||
 Kubernetes | 10/10 | ||||||||||
 OpenTelemetry | 10/10 | ||||||||||
 Grafana | 9/10 | ||||||||||
 Teams | 9/10 | ||||||||||
 Davis AI | 8/10 | ||||||||||
 Grafana Cloud | 8/10 | ||||||||||
 New Relic | 8/10 | ||||||||||
 Davis | 7/10 | ||||||||||
 SaaS | 7/10 | ||||||||||
 Tempo | 7/10 | ||||||||||
 SigNoz | 6/10 | ||||||||||
 Loki | 5/10 | ||||||||||
 Prometheus | 5/10 | ||||||||||
 Honeycomb | 5/10 | ||||||||||
 OneAgent | 5/10 | ||||||||||
 Fully | 4/10 | ||||||||||
 IBM | 4/10 | ||||||||||
 Splunk | 4/10 | ||||||||||
 Ease | 4/10 | ||||||||||
 Elastic Observability | 3/10 | ||||||||||
 Jaeger | 3/10 | ||||||||||
 Mimir | 3/10 | ||||||||||
 SmartScape | 3/10 | ||||||||||
 PODS | 2/10 | ||||||||||
 RUM | 2/10 | ||||||||||
 Pinpoint | 2/10 | ||||||||||
 Chronosphere | 2/10 | ||||||||||
 Instantly | 2/10 | ||||||||||
 Docs | 2/10 | ||||||||||
 OpenAI | 2/10 | ||||||||||
 Gartner | 2/10 | ||||||||||
 Gartner Peer Insights | 2/10 | ||||||||||
 AWS | 2/10 | ||||||||||
 Apache | 1/10 | ||||||||||
 Impact | 1/10 | ||||||||||
 OpenObserve | 1/10 | ||||||||||
 Parquet | 1/10 | ||||||||||
 Remote | 1/10 | ||||||||||
 S3 | 1/10 | ||||||||||
 AppDynamics | 1/10 | ||||||||||
 Copilot | 1/10 | ||||||||||
 Box | 1/10 | ||||||||||
 Found | 1/10 | ||||||||||
 Memory | 1/10 | ||||||||||
 Native Teams | 1/10 | ||||||||||
 Plane | 1/10 | ||||||||||
 PromQL | 1/10 | ||||||||||
 TraceQL | 1/10 | ||||||||||
 Uber | 1/10 | ||||||||||
 Flow | 1/10 | ||||||||||
 Grafana Labs | 1/10 | ||||||||||
 Later | 1/10 | ||||||||||
 HP | 1/10 | ||||||||||
 Uptrace | 1/10 | ||||||||||
 Gold | 1/10 | ||||||||||
 Lightstep | 1/10 | ||||||||||
 Node.js | 1/10 | ||||||||||
 Fidelity | 1/10 | ||||||||||
 Grail | 1/10 | ||||||||||
 Pyroscope | 1/10 | ||||||||||
 SignalFx | 1/10 | ||||||||||
 Splunk Observability Cloud | 1/10 | ||||||||||
 Balance | 1/10 | ||||||||||
 Reddit | 1/10 | ||||||||||
 reddit.com | 1/10 | ||||||||||
 Signal | 1/10 |
Key Quotes
Claude“Teams that want open-source-aligned metrics, dashboards, and alerting and are comfortable owning data quality and query design should consider Prometheus and Grafana Cloud.”
“Grafana Cloud Grafana Cloud provides a fully managed distributed tracing system powered by Tempo:”
DeepSeek“Team size & skills – Honeycomb and SigNoz are more developer‑centric; Dynatrace and Datadog have richer built‑in AI.”
“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.”
Gemini“Because modern platforms fully support OTel, using it for instrumentation prevents vendor lock-in, allowing you to easily switch your backend from Datadog to Honeycomb, Grafana, or SigNoz without rewriting a single line of application code.”
B2B Software brand rankings
Brands ranked by how many AI models mention them. Trend shows change since the last scan.
DGGGDGGGDGGGDGGGDGGGDGGGDGGDGGGDGGGDGGDGGGGGGGGGGGGGGGGGGGDGGGGDGGGB2B 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.
Claude removed citation dynatrace.comClaude rank changed for JaegerClaude rank changed for ApacheClaude rank changed for Elastic ObservabilityClaude rank changed for New RelicClaude rank changed for PrometheusClaude rank changed for MimirClaude rank changed for TempoClaude rank changed for LokiClaude rank changed for GrafanaWhere AI models get their sources
Domains cited by AI models when answering this prompt, ranked by how many models reference them.
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