“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.
6
AI Models
24
Snapshots
82
Brands Detected
71
Sources Cited
56 brands come up when 6 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
6 models queried · Last scanned Apr 15
Unanimous
6/6 models recommend Datadog
ChatGPT
Claude
DeepSeek
Gemini
Grok
Perplexity| Brand | ChatGPT | Claude | DeepSeek | Gemini | Grok | Perplexity | Total |
|---|---|---|---|---|---|---|---|
 Datadog | 6/6 | ||||||
 Dynatrace | 6/6 | ||||||
 Grafana | 6/6 | ||||||
 OpenTelemetry | 6/6 | ||||||
 Kubernetes | 5/6 | ||||||
 SaaS | 5/6 | ||||||
 Teams | 5/6 | ||||||
 Tempo | 5/6 | ||||||
 Davis | 4/6 | ||||||
 Jaeger | 4/6 | ||||||
 Loki | 4/6 | ||||||
 Mimir | 4/6 | ||||||
 Grafana Cloud | 4/6 | ||||||
 New Relic | 3/6 | ||||||
 Ease | 3/6 | ||||||
 Honeycomb | 3/6 | ||||||
 Prometheus | 3/6 | ||||||
 SigNoz | 3/6 | ||||||
 Davis AI | 2/6 | ||||||
 Elastic Observability | 2/6 | ||||||
 OneAgent | 2/6 | ||||||
 AWS | 2/6 | ||||||
 Apache | 1/6 | ||||||
 CI/CD | 1/6 | ||||||
 IBM | 1/6 | ||||||
 Impact | 1/6 | ||||||
 collaboration | 1/6 | ||||||
 CNCF | 1/6 | ||||||
 Parquet | 1/6 | ||||||
 TraceQL | 1/6 | ||||||
 Box | 1/6 | ||||||
 Pinpoint | 1/6 | ||||||
 Amazon | 1/6 | ||||||
 AppDynamics | 1/6 | ||||||
 Azure | 1/6 | ||||||
 Balance | 1/6 | ||||||
 Chronosphere | 1/6 | ||||||
 Cisco | 1/6 | ||||||
 Docs | 1/6 | ||||||
 Google | 1/6 | ||||||
 Google Cloud | 1/6 | ||||||
 HIPAA | 1/6 | ||||||
 Lightstep | 1/6 | ||||||
 M3 | 1/6 | ||||||
 Microsoft | 1/6 | ||||||
 OpenAI | 1/6 | ||||||
 PDF | 1/6 | ||||||
 Splunk | 1/6 | ||||||
 ThousandEyes | 1/6 | ||||||
 amazon.com | 1/6 | ||||||
 microsoft.com | 1/6 | ||||||
 Excel | 1/6 | ||||||
 OpenObserve | 1/6 | ||||||
 Reddit | 1/6 | ||||||
 reddit.com | 1/6 | ||||||
 Signal | 1/6 |
Key Quotes
Claude Sonnet 4.6Claude“New Relic — Best Balanced Option with Free Tier New Relic is a strong option with a generous free tier and is significantly more cost-effective than Datadog or Dynatrace for smaller teams.”
DeepSeek V3.2DeepSeek“Grafana Cloud (Tempo for Tracing) grafana.com”
Gemini 3 FlashGemini“The LGTM stack (Loki, Grafana, Tempo, Mimir) is the industry standard for open-source visualization.”
GPT-5ChatGPT“Grafana Cloud or the LGTM stack (Loki, Grafana, Tempo, Mimir): OpenTelemetry‑first, composable dashboards, good balance of cost/control; works well if you already use Prometheus.”
Grok 4.1 FastGrok“| Partial | High/enterprise | Complex envs |() | Grafana | Strong (Tempo/OTel) | Yes | Low/usage | Open-source/K8s |() | Honeycomb | Event-based excellence | Yes | Med/event | Debugging |() | SigNoz | Unif…”
B2B Software brand rankings
Brands ranked by how many AI models mention them. Trend shows change since the last scan.
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.
gpt-5 rank changed for Honeycombgemini-3-flash rank changed for SigNozgemini-3-flash rank changed for New Relicgrok-4-1-fast started mentioning Honeycombgrok-4-1-fast started mentioning Splunkgrok-4-1-fast started mentioning AWSgrok-4-1-fast started mentioning SignalFxgrok-4-1-fast started mentioning SaaSgrok-4-1-fast stopped mentioning PODSgrok-4-1-fast stopped mentioning Native TeamsWhere 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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