Index › IT › IT operations and endpoint › Infra monitoring › Small business · September 2026 Edition
Infrastructure monitoring for small business buyers
Asked as “infrastructure monitoring tool”, and as “server and cloud infrastructure monitoring solution”, on behalf of a small B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
22%
Contested · Zabbix 14%
22Site24x714Zabbix10Better Stack54others
22% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Site24x7 vs NetdataSite24x7 vs GrafanaSite24x7 vs PrometheusSite24x7 vs LogicMonitorNew Relic vs ZabbixNew Relic vs DatadogNew Relic vs NetdataNew Relic vs GrafanaNew Relic vs PrometheusNew Relic vs LogicMonitorZabbix vs DatadogZabbix vs NetdataZabbix vs GrafanaZabbix vs PrometheusZabbix vs LogicMonitorDatadog vs NetdataDatadog vs GrafanaDatadog vs PrometheusDatadog vs LogicMonitorNetdata vs GrafanaNetdata vs PrometheusNetdata vs LogicMonitorGrafana vs PrometheusGrafana vs LogicMonitorPrometheus vs LogicMonitor
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 →
01
02
03
04
05
06
07
08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Site24x722%
Site24x722%02Zabbix14%
Zabbix14%03Netdata10%
Netdata10%04Better Stack10%
Better Stack10%05Datadog10%
Datadog10%06Grafana6%
Grafana6%07Paessler PRTG6%
Paessler PRTG6%08Prometheus + Grafana4%
Prometheus + Grafana4%09New Relic4%
New Relic4%10Prometheus4%
Prometheus4%11Nagios0%
Nagios0%12Dynatrace0%
Dynatrace0%What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
Datadog65%
30 of 46 labels negative · 11 of 12 models · 11 hard negative
“If you do not have an engineer specifically tasked with monitoring and optimizing your cloud spending, you should avoid these platforms.” Gemini 3.5 Flash, negative prompt
Dynatrace79%
15 of 19 labels negative · 9 of 12 models · 9 hard negative
“Dynatrace is a major tool to be cautious about for small businesses... there is no cheap way to start with Dynatrace, as it is an enterprise investment” Claude Haiku 4.5, negative prompt
Zabbix22%
11 of 49 labels negative · 9 of 12 models · 3 hard negative
“the fiddly open-source "project" tools (Nagios, Zabbix) if you don't have a specialist on staff” DeepSeek V4 Flash, negative prompt
Nagios86%
12 of 14 labels negative · 8 of 12 models · 5 hard negative
“Nagios require configuring complex, manual text files to add a single server, and they feature clunky, outdated user interfaces.” Gemini 3.5 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
61 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 712 links across 170 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Netdata43 answers · 47 citations · 11 models
41 answers · 41 citations · 11 models
vendor site · Middleware.io30 answers · 32 citations · 10 models
29 answers · 38 citations · 9 models
vendor site · New Relic21 answers · 24 citations · 8 models
19 answers · 20 citations · 8 models
vendor site · Motadata18 answers · 23 citations · 9 models
vendor site · Instatus16 answers · 17 citations · 9 models
vendor site · G214 answers · 18 citations · 9 models
12 answers · 13 citations · 8 models
vendor site · Guideflow12 answers · 13 citations · 6 models
vendor site · Sematext12 answers · 13 citations · 6 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.
43 answers · 11 models
41 answers · 11 models
30 answers · 10 models
27 answers · 9 models
18 answers · 8 models
17 answers · 8 models
15 answers · 8 models
12 answers · 7 models
11 answers · 7 models
10 answers · 5 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 infrastructure monitoring tool”, “infrastructure monitoring tool”, “infrastructure monitoring tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| Site24x7 site24x7.com | 22% | 304 | 1,300 | 61 | 174,542 | $522 | 120 | |
| Zabbix zabbix.com | 14% | 313 | 12,100 | 992 | 18,850 | 3 | ||
| Netdata netdata.cloud | 10% | 67 | 2,900 | 91 | 13,040 | 1 | 2 | |
| Better Stack betterstack.com | 10% | 311 | 1,600 | 1,017 | 41,811 | 119 | ||
| Datadog datadoghq.com | 10% | 590 | 74,000 | 3,541 | 159,408 | $633 | 120 | 5 |
| Grafana grafana.com Grafana 6%, Prometheus + Grafana 4% | 10% | 277 | 40,500 | 2,627 | 84,520 | 116 | ||
| Paessler PRTG paessler.com | 6% | 83 | 390 | 14 | 107,237 | $12,945 | 120 | |
| New Relic newrelic.com | 4% | 595 | 14,800 | 843 | 83,276 | $412 | 89 | |
| Prometheus prometheus.io | 4% | 280 | 246,000 | 11,819 | 22,996 | |||
| Uptime Kuma uptime.com | 2% | 49 | 9 | 50,059 | $42 | 12 |
Google's top ten for the three searches hold 20 sites; 4 of them are among the sites the models cited here (gartner.com, gartsolutions.com, middleware.io, netdata.cloud). The first result for “best infrastructure monitoring tool” is hyperping.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 infrastructure monitoring tool for a small B2B company?”Paraphrase“Which server and cloud infrastructure monitoring solution would you recommend to a small business that sells to other businesses?”Comparative“What are the top infrastructure monitoring tools for a small team and how do they differ?”Budget-constrained“What is the best infrastructure monitoring tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an infrastructure monitoring tool. What should we look at?”Negative“Which infrastructure monitoring tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Better StackSite24x7ChangedBetter Stackagainst: Prometheus + GrafanaPrometheusagainst: Datadogno first choiceagainst: Datadog, Dynatrace
Three alternatives
Netdata, New Relic, Prometheus + GrafanaTwo alternatives
Hyperping, Prometheus + GrafanaTwo alternatives
Netdata, Paessler PRTGThree alternatives
Grafana, Netdata, Uptime KumaGPT-5.4 miniDatadog, GrafanaGrafanaChangedDatadog, Grafanaagainst: Prometheus + GrafanaCheckmk, Grafana, Prometheusno first choicenothing named
Three alternatives
New Relic, Prometheus, Uptime KumaThree alternatives
Datadog, New Relic, ZabbixFour alternatives
Checkmk, Netdata, New Relic, ZabbixGemini 3.5 FlashBetter Stackagainst: Datadog, DynatraceBetter StackHeldagainst: Datadog, DynatraceBetter StackNew RelicBetter Stackagainst: Datadogagainst: AppDynamics, Datadog, Dynatrace, Nagios, New Relic, ScienceLogic, Splunk, Zabbix, self-hosted Prometheus+Grafana
Three alternatives
Netdata, New Relic, Site24x7Two alternatives
New Relic, Site24x7Four alternatives
Grafana, Netdata, New Relic, Uptime KumaFive alternatives
Better Stack, Grafana, Netdata, Uptime Kuma, ZabbixThree alternatives
Grafana, Netdata, New RelicPerplexity SonarSite24x7against: New RelicDatadogChangedSite24x7against: Datadog, New RelicSite24x7, Zabbixno first choiceagainst: Datadog, Dynatrace, Nagios, Paessler PRTG, Prometheus, Splunk, Zabbix
Two alternatives
Paessler PRTG, ZabbixThree alternatives
Paessler PRTG, Site24x7, ZabbixFour alternatives
Netdata, Paessler PRTG, Prometheus + Grafana, ZabbixTwo alternatives
Paessler PRTG, Prometheus + GrafanaGrok 4.20Netdata, Prometheus + Grafanaagainst: Datadog, DynatraceSite24x7Changedagainst: Datadog, New RelicNetdata, Zabbixagainst: DatadogZabbixagainst: Datadog, NagiosSite24x7, Zabbixagainst: Datadog, Dynatrace, New Relicagainst: Datadog, Dynatrace, IBM Instana, Nagios, New Relic, Prometheus + Grafana, SolarWinds Observability, Splunk, Zabbix
Four alternatives
New Relic, Paessler PRTG, Site24x7, ZabbixFour alternatives
Netdata, Paessler PRTG, Prometheus + Grafana, ZabbixThree alternatives
New Relic, Paessler PRTG, Prometheus + GrafanaThree alternatives
Netdata, Paessler PRTG, Prometheus + GrafanaOne alternative
NetdataMistral SmallNetdataDatadog, New RelicChangedagainst: DynatraceBetter Stack, Netdataagainst: Datadog, Icinga, Nagios, New RelicZabbixno first choiceagainst: Nagios, Opsgenie, PagerDuty, Sentry, Zabbixagainst: Datadog, Nagios, New Relic, Zabbix
Two alternatives
Middleware.io, ZabbixTwo alternatives
Prometheus + Grafana, ZabbixTwo alternatives
Prometheus, ZabbixTwo alternatives
Netdata, Site24x7DeepSeek V4 FlashUptime Kumaagainst: Datadog, Dynatrace, New RelicBetter Stack, HyperpingChangedagainst: Datadog, Dynatrace, New Relic, ZabbixNetdata, UptimeRobotagainst: DatadogZabbixno first choiceagainst: Datadog, Dynatrace, Icinga, Nagios, SolarWinds Observability, Splunk, Zabbix
Four alternatives
Checkmk, Paessler PRTG, Site24x7, ZabbixFive alternatives
Axiom, Grafana, ManageEngine OpManager, Paessler PRTG, SentryThree alternatives
Grafana, New Relic, Prometheus + GrafanaThree alternatives
Grafana, Netdata, PrometheusLlama 4 MaverickNetdatano first choiceChangedno first choiceZabbixno first choiceagainst: Datadog, Dynatrace
One alternative
Site24x7Three alternatives
Freshping, ManageEngine OpManager, Site24x7Qwen 3.7 FlashDatadogUptimeRobotChangedagainst: ZabbixDatadog, Grafana, PrometheusNetdataagainst: NagiosDatadogagainst: LogRocket, Prometheus + Grafana, Rollbar, Sentryagainst: Cacti, Datadog, Dynatrace, Nagios, Paessler PRTG
Four alternatives
Better Stack, Checkmk, Grafana, ZabbixOne alternative
Paessler PRTGThree alternatives
Site24x7, Uptime Kuma, ZabbixThree alternatives
Grafana, Prometheus, ZabbixFive alternatives
Dynatrace, Netdata, New Relic, ObservIQ, ZabbixKimi K2Paessler PRTG, Site24x7against: DatadogSite24x7ChangedGrafana, New Relicagainst: DatadogNetdatano first choiceagainst: Datadog, Dynatrace, Nagios, New Relic, SolarWinds Network Performance Monitor, Zabbix
One alternative
ZabbixThree alternatives
New Relic, StatusCake, UptimeRobotThree alternatives
Paessler PRTG, Prometheus + Grafana, ZabbixFour alternatives
Paessler PRTG, Prometheus + Grafana, Uptime Kuma, ZabbixGLM 4.7 FlashXPaessler PRTG, Site24x7against: DatadogSite24x7Changedagainst: Datadog, New Relic, SolarWinds Observability, ZabbixNetdata, Site24x7against: PrometheusPrometheus + Grafanano first choicenothing named
Five alternatives
Middleware.io, Netdata, New Relic, Prometheus + Grafana, ZabbixFour alternatives
Datadog, Middleware.io, New Relic, ZabbixFive alternatives
Checkmate, Grafana, Netdata, New Relic, ZabbixMiniMax M2.5MyMonitor365, Site24x7Site24x7ChangedNetdataagainst: DatadogPaessler PRTG, Zabbixagainst: Datadog, SolarWinds Observabilityno first choiceagainst: Datadog, ManageEngine, Nagios, New Relic, SolarWinds Observability, Zabbix
One alternative
Prometheus + GrafanaTwo alternatives
Netdata, ZabbixFive alternatives
Middleware.io, New Relic, Paessler PRTG, Prometheus, ZabbixTwo alternatives
LibreNMS, Prometheus + GrafanaBold 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.
Seventy-two 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 | 2026-09-17 09:56 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:55 | no | 0 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:35 | yes | 19 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 13:01 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:06 | yes | 18 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:29 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:27 | yes | 10 | 14 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:22 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:25 | no | 0 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:28 | yes | 14 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:30 | yes | 11 | 33 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:11 | yes | 5 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:27 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:48 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:37 | yes | 12 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 10:24 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:02 | yes | 42 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:50 | no | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:16 | yes | 20 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:33 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:54 | yes | 10 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:07 | yes | 15 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:32 | yes | 10 | 52 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:10 | yes | 9 | 64 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:58 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:50 | yes | 2 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:40 | yes | 15 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 13:45 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:48 | yes | 29 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:02 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:23 | yes | 10 | 15 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:26 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:48 | no | 0 | 42 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:27 | yes | 15 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:47 | yes | 6 | 39 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:04 | yes | 5 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:03 | no | 0 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:46 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:56 | yes | 7 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 12:56 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:04 | yes | 14 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:16 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:13 | yes | 10 | 13 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:56 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:56 | yes | 9 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:13 | yes | 8 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:28 | yes | 14 | 115 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:53 | yes | 9 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:21 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:29 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:38 | yes | 7 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 09:27 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:56 | yes | 12 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:52 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:07 | yes | 8 | 12 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 14:00 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:17 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:23 | yes | 13 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:19 | yes | 14 | 38 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:43 | no | 0 | 11 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:39 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:00 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:14 | yes | 6 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 11:23 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 14:01 | yes | 19 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:32 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:06 | yes | 19 | 21 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:12 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:28 | yes | 5 | 57 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:43 | yes | 17 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:20 | yes | 13 | 52 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:16 | yes | 8 | 30 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
AWS CloudWatch read as Amazon CloudWatch
Grafana Cloud read as Grafana
Motadata read as Motadata ObserveOps
SolarWinds read as SolarWinds Observability
Unresolved, counted raw
Logflare
MyMonitor365
ObservIQ
WebSitePulse
Discontinued, still offered
No shut-down product was recommended here.