Observability platforms
Asked as “observability platform”, and as “full-stack monitoring platform for logs, metrics and traces”, on behalf of a mid-market B2B company. 66 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
27Grafana27New Relic18Datadog27others
27% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: New Relic (31%) replaces Grafana (29% then, 24% now), 7 points clear, inside the 11-point floor.New Relic leads at 31%, replacing Grafana, which led at 29% and stands at 24% now: 7 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Grafana39%Contested▲+5Since September 2026: 32% → 37%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketGrafana27%Contested↗new leaderNew leader since September 2026: New Relic (31%) replaces Grafana (29% then, 24% now), 7 points clear, inside the 11-point floor.This pageEnterprise
Datadog37%Contested=heldSince September 2026: 36% → 36%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Grafana39%Contested▲+5Since September 2026: 32% → 37%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketGrafana27%Contested↗new leaderNew leader since September 2026: New Relic (31%) replaces Grafana (29% then, 24% now), 7 points clear, inside the 11-point floor.This pageEnterpriseDatadog37%Contested=heldSince September 2026: 36% → 36%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Grafana27%8%62accepted challenger▼−5Since September 2026: 29% → 24%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.29% → 24%
Grafana27%8%62accepted challenger▼−5Since September 2026: 29% → 24%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.29% → 24%02
New Relic27%14%63accepted challenger▲+4Since September 2026: 27% → 31%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.27% → 31%
New Relic27%14%63accepted challenger▲+4Since September 2026: 27% → 31%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.27% → 31%03Datadog18%40%68criticized challenger▼−6Since September 2026: 23% → 17%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.23% → 17%
Datadog18%40%68criticized challenger▼−6Since September 2026: 23% → 17%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.23% → 17%04
SigNoz8%5%20accepted challenger▼−1Since September 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 7%
SigNoz8%5%20accepted challenger▼−1Since September 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 7%05
OpenObserve5%0%16accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
OpenObserve5%0%16accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%06
Dynatrace2%28%40criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Dynatrace2%28%40criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%07
Honeycomb2%11%19accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Honeycomb2%11%19accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%08
Prometheus2%21%19accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Prometheus2%21%19accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%09
Chronosphere2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Chronosphere2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
12
Splunk0%53%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Splunk0%53%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
Splunk Observability Cloud0%25%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Splunk Observability Cloud0%25%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Elastic Observability0%4%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Elastic Observability0%4%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Grafana vs OpenObserveGrafana vs DynatraceGrafana vs HoneycombGrafana vs PrometheusNew Relic vs DatadogNew Relic vs SigNozNew Relic vs OpenObserveNew Relic vs DynatraceNew Relic vs HoneycombNew Relic vs PrometheusDatadog vs SigNozDatadog vs OpenObserveDatadog vs DynatraceDatadog vs HoneycombDatadog vs PrometheusSigNoz vs OpenObserveSigNoz vs DynatraceSigNoz vs HoneycombSigNoz vs PrometheusOpenObserve vs DynatraceOpenObserve vs HoneycombOpenObserve vs PrometheusDynatrace vs HoneycombDynatrace vs PrometheusHoneycomb vs Prometheus
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Grafana27%
Grafana27%02New Relic27%
New Relic27%03Datadog18%
Datadog18%04SigNoz8%
SigNoz8%05OpenObserve5%
OpenObserve5%06Dynatrace2%
Dynatrace2%07Honeycomb2%
Honeycomb2%08Prometheus2%
Prometheus2%09Chronosphere2%
Chronosphere2%10Elastic Observability0%
Elastic Observability0%11Splunk Observability Cloud0%
Splunk Observability Cloud0%12Splunk0%
Splunk0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Datadog40%
27 of 68 labels negative · 12 of 14 models · 5 hard negative
“By far the most frequently cited platform for cost-related concerns... Unpredictable and complex billing — This is the #1 complaint by a wide margin” DeepSeek V4 Flash, negative prompt
New Relic14%
9 of 63 labels negative · 7 of 14 models · 2 hard negative
“| **New Relic/Datadog** | SaaS | Limited free | High ($0.35/GB + users) | Avoid for tight budgets |” Grok 4.1 Fast, budget prompt
Splunk53%
9 of 17 labels negative · 7 of 14 models · 2 hard negative
“Avoid Splunk for general application performance monitoring (APM) unless you are strictly a security organization” Qwen 3.7 Flash, negative prompt
Dynatrace28%
11 of 40 labels negative · 6 of 14 models · 2 hard negative
“**Avoid If Possible** | **Datadog / Dynatrace** | High ($20+/host + Log fees)” Qwen 3.7 Flash, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
72 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1023 links across 235 sites, every framing counted. Ranked by the number of answers carrying the site or page. 12 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · New Relic32 answers · 51 citations · 11 models
vendor site · Uptrace30 answers · 39 citations · 9 models
vendor site · Grafana27 answers · 44 citations · 12 models
vendor site · OpenObserve26 answers · 44 citations · 10 models
vendor site · Middleware.io24 answers · 27 citations · 10 models
vendor site · Motadata23 answers · 25 citations · 10 models
vendor site · Coralogix20 answers · 21 citations · 9 models
vendor site · Atatus18 answers · 19 citations · 9 models
vendor site · Augment Code17 answers · 17 citations · 7 models
vendor site · Guideflow16 answers · 17 citations · 9 models
16 answers · 16 citations · 8 models
vendor site · Metoro15 answers · 19 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
24 answers · 9 models
17 answers · 7 models
17 answers · 7 models
17 answers · 10 models
15 answers · 7 models
14 answers · 8 models
13 answers · 8 models
13 answers · 8 models
13 answers · 7 models
12 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best observability platform”, “observability platform”, “observability platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Grafana grafana.com Grafana 27%, Grafana Labs 2%, Grafana Loki 0% | 29% | 247 | 40,500 | 2,627 | 84,520 | 116 | ||
| New Relic newrelic.com | 27% | 629 | 14,800 | 843 | 83,276 | $412 | 89 | 4 |
| Datadog datadoghq.com Datadog 18%, Datadog APM 2% | 20% | 585 | 74,000 | 3,541 | 159,408 | $633 | 120 | |
| SigNoz signoz.io | 8% | 208 | 2,400 | 52 | 7,244 | 1 | ||
| OpenObserve openobserve.ai | 5% | 157 | 1,600 | 9 | 4,825 | 7 | 8 | |
| Zabbix zabbix.com | 3% | 279 | 12,100 | 992 | 18,850 | 3 | ||
| Dynatrace dynatrace.com | 2% | 700 | 22,200 | 1,106 | 62,738 | $3,941 | 120 | |
| Honeycomb honeycomb.io | 2% | 89 | 135,000 | 13,732 | 6,603 | 65 | ||
| Prometheus prometheus.io | 2% | 257 | 246,000 | 11,819 | 22,996 | |||
| Chronosphere chronosphere.io | 2% | 43 | 5,400 | 164 | 4,732 | 0 |
Google's top ten for the three searches hold 17 sites; 4 of them are among the sites the models cited here (metoro.io, motadata.com, newrelic.com, openobserve.ai). The first result for “best observability platform” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best observability platform for a mid-market B2B company?”Paraphrase“Which full-stack monitoring platform for logs, metrics and traces would you recommend to a mid-sized B2B company?”Comparative“What are the top observability platforms and how do they differ?”Budget-constrained“What is the best observability platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an observability platform. What should we look at?”Negative“Which observability platforms should I avoid or be cautious about?”
Claude Haiku 4.5New RelicDatadog, New RelicChangedDatadogOpenObserve, SigNozno first choiceagainst: Datadog, Elastic Observability, Grafana, Honeycomb, Prometheus
Six alternatives
Atatus, Datadog, Elastic Observability, Grafana, Grafana Labs' LGTM+ stack, Motadata ObserveOpsTwo alternatives
Elastic Stack, GrafanaFive alternatives
Dynatrace, Grafana Labs, Honeycomb, Metoro, SigNozThree alternatives
Grafana, Grafana's LGTM stack, New RelicGPT-5.4 miniNew Relicagainst: Splunk Observability CloudNew RelicHeldno first choiceGrafanaagainst: Datadogno first choicenothing named
Two alternatives
Dynatrace, GrafanaThree alternatives
Datadog, Dynatrace, GrafanaTwo alternatives
OpenTelemetry, SigNozGemini 3.5 FlashHoneycombagainst: DatadogGrafanaChangedagainst: DatadogDatadogagainst: AppDynamics, SplunkGrafana, New Relicagainst: Datadog, Elasticsearch, Prometheus, SigNozno first choiceagainst: Datadog, Dynatraceagainst: AppDynamics, Datadog, Dynatrace, Elastic Stack, Grafana, Jaeger, OpenSearch, Prometheus, Splunk
Two alternatives
Grafana, New RelicTwo alternatives
Honeycomb, New RelicFour alternatives
Dynatrace, Grafana Labs, Honeycomb, New RelicFour alternatives
Grepr, OpenObserve, Splunk Observability Cloud, VictoriaMetricsThree alternatives
Grafana, Honeycomb, New RelicPerplexity SonarDatadogBetter Stack, DatadogChangedDatadogSigNozno first choicenothing named
Four alternatives
Coralogix, Middleware.io, Motadata ObserveOps, OpenObserveThree alternatives
Elastic Observability, New Relic, Splunk Observability CloudSix alternatives
Amazon CloudWatch, Dynatrace, Elastic Observability, Grafana, Prometheus, Splunk Observability CloudFour alternatives
Coralogix, Grafana, Grafana + Prometheus + Loki, groundcoverGrok 4.1 FastNew RelicNew RelicHeldno first choiceGrafana, SigNozagainst: Datadog, New RelicGrafana, New Relicagainst: Datadog, Dynatrace, New Relic, Splunk
Three alternatives
Datadog, Dynatrace, Grafana LabsThree alternatives
Datadog, Dynatrace, GrafanaTwo alternatives
Datadog, DynatraceMistral SmallGrafana, New Relicagainst: DatadogDatadog APMChangedno first choiceGrafana, OpenObserve, Zabbixno first choiceagainst: New Relic
Two alternatives
Middleware.io, OpenObserveTwo alternatives
Coralogix, New RelicThree alternatives
Honeycomb, OpenTelemetry, Site24x7DeepSeek V4 FlashNew Relicagainst: DatadogGrafanaChangedagainst: DatadogDatadog, New RelicGrafanaagainst: Datadog, Splunkno first choiceagainst: Datadog, Dynatraceagainst: Datadog, Dynatrace, New Relic, Splunk Observability Cloud
Two alternatives
Elastic Observability, GrafanaTwo alternatives
New Relic, SigNozSeven alternatives
Chronosphere, Dynatrace, Elastic Observability, Grafana, Grafana Labs, Honeycomb, Splunk Observability CloudFive alternatives
Grafana Loki, Prometheus, SigNoz, Tempo, UptraceFive alternatives
Elastic Observability, Grafana, New Relic, SigNoz, Splunk Observability CloudLlama 4 MaverickNew RelicDatadogChangedDatadogCoralogix, Zabbixagainst: DatadogOpenObservenothing named
Two alternatives
Datadog, Motadata ObserveOpsThree alternatives
Dynatrace, Highlight.io, SentryFive alternatives
Better Stack, Dynatrace, Grafana Labs, Honeycomb, MetoroOne alternative
OpenObserveThree alternatives
Datadog, Dynatrace, GrafanaQwen 3.7 FlashGrafana, New Relicagainst: DatadogDatadog, New RelicChangedDatadogGrafanaagainst: Datadog, DynatraceDatadogagainst: Dynatraceagainst: AppDynamics, Datadog, Dynatrace, Honeycomb, New Relic, Splunk
Three alternatives
Grafana, Grafana Loki, PrometheusFour alternatives
Dynatrace, Grafana, New Relic, SplunkTwo alternatives
New Relic, Prometheus + GrafanaThree alternatives
Coralogix, New Relic, SigNozKimi K2New Relicagainst: Datadog, DynatraceNew RelicHeldagainst: DatadogDatadogGrafana, SigNozagainst: Datadog, New RelicChronosphere, Datadog, Dynatrace, Grafanaagainst: AWS CloudWatch, Azure Monitor, Google Cloud Ops, Grafana, Grafana Loki, Prometheusagainst: Datadog, Dynatrace, Grafana, LogicMonitor, New Relic, Splunk
Two alternatives
Grafana, SigNozTwo alternatives
Grafana, HoneycombFive alternatives
Chronosphere, Dynatrace, Grafana Labs, New Relic, Splunk Observability CloudOne alternative
Better StackGLM 4.7 FlashXNew RelicDatadogChangedno first choiceGrafana, New Relicno first choicenothing named
Three alternatives
Datadog, Grafana + Prometheus, Splunk Observability CloudThree alternatives
Dynatrace, Grafana, New RelicFour alternatives
Grafana Loki, Jaeger, OpenTelemetry, PrometheusMiniMax M2.5Datadog, Grafana Labsagainst: Chronosphere, Splunk Observability CloudDatadog, New RelicChangedno first choicePrometheusagainst: Elastic Stack, Elasticsearch, Google Cloud Operations, Splunkno first choiceagainst: AWS CloudWatch, AppDynamics, Azure Monitor, Datadog, Elastic Beats, Google Operations, HP Operations Manager, HP Performance Manager, IBM Instana, IBM Tivoli, Microsoft System Center Operations Manager, New Relic, Scope App, SolarWinds, Splunk
One alternative
DynatraceTwo alternatives
Dynatrace, GrafanaNine alternatives
Alertmanager, Azure Monitor, CloudWatch, Datadog, Grafana, Grafana Loki, Jaeger, New Relic, OpenTelemetryGPT-6 LunaDatadogGrafanaChangedno first choiceGrafanano first choiceagainst: Datadog, Elastic Observability Serverless, Grafana, New Relic, Splunk Observability Cloud
Three alternatives
Grafana, Honeycomb, New RelicTwo alternatives
Datadog, New RelicTwo alternatives
Better Stack, SigNozMuse Glimmer 30BDatadogagainst: DynatraceGrafanaChangedDatadog, Dynatrace, New RelicGrafana, SigNozagainst: Datadogno first choiceagainst: AppDynamics, Datadog, Splunk
Five alternatives
Atatus, Middleware.io, New Relic, OpenObserve, SematextTwo alternatives
Datadog, New RelicFour alternatives
Elastic Observability, Grafana LGTM Stack, Prometheus, Splunk Observability CloudFive alternatives
Grafana Loki, New Relic, Prometheus, Tempo, UptraceBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:03 | yes | 12 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:35 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:15 | yes | 18 | 33 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:35 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:38 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:07 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:46 | yes | 19 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:11 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:08 | yes | 10 | 18 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:15 | yes | 25 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:04 | yes | 15 | 79 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:13 | yes | 5 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:40 | yes | 4 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:46 | yes | 14 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:38 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:04 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:15 | yes | 8 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:32 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:30 | yes | 22 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:34 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:17 | yes | 25 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:50 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:56 | no | 0 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:32 | yes | 19 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:25 | yes | 15 | 48 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:06 | yes | 15 | 46 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:48 | yes | 4 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:57 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:11 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:33 | yes | 9 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:44 | yes | 19 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:32 | yes | 21 | 8 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:51 | yes | 24 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:52 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:43 | yes | 19 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:35 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:40 | yes | 10 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:13 | yes | 14 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:32 | yes | 25 | 175 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:56 | yes | 14 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:07 | yes | 12 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:54 | yes | 23 | 54 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:18 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:45 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:43 | yes | 27 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:57 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:47 | yes | 19 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:07 | yes | 13 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:32 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:44 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:46 | yes | 10 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:40 | yes | 15 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:05 | yes | 25 | 288 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:54 | no | 0 | 44 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:15 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:12 | yes | 14 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:51 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:39 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:15 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:24 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:15 | yes | 17 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:16 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:15 | yes | 24 | 54 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:18 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:43 | no | 0 | 42 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:08 | yes | 10 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:52 | yes | 15 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:41 | no | 0 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:41 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:39 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:03 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:36 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:04 | yes | 7 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:29 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:35 | yes | 25 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:56 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:15 | yes | 25 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:26 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:22 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:04 | yes | 25 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:08 | yes | 24 | 67 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:10 | no | 0 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:24 | yes | 5 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:42 | yes | 24 | 33 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
ELK read as Elastic Stack
ELK (Elasticsearch, Logstash, Kibana) read as Elastic Stack
Elastic read as Elastic Observability
Elastic (ELK Stack) read as Elastic Observability
Elastic (Elastic Observability) read as Elastic Observability
Grafana Cloud read as Grafana
Grafana Cloud (Free Tier) read as Grafana
Grafana Cloud (LGTM stack) read as Grafana
Grafana LGTM read as Grafana LGTM Stack
Grafana Stack read as Grafana
Grafana Stack (Grafana, Loki, Prometheus, Tempo) read as Grafana
Unresolved, counted raw
Alertmanager
Azure Log Analytics
ClickStack
Cloud Trace
Elastic Beats
Elastic Observability Serverless
Google Cloud Ops
Google Operations (formerly Stackdriver)
Grafana Labs' LGTM+ stack
Grafana's LGTM stack
Grepr
HP Operations Manager
HP Performance Manager
Microsoft System Center Operations Manager (SCOM)
Prometheus stack
Scope App
Wavefront (Tanzu Observability)
Discontinued, still offered
No shut-down product was recommended here.