Log management
Asked as “log management platform”, and as “centralized logging tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
20%
Contested · Grafana Loki 16%
20Datadog Log Management16Grafana Loki10Graylog54others
20% 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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 head
All twenty-eight head-to-head pages: the top eight products, each against each
Datadog Log Management vs OpenObserveDatadog Log Management vs Better StackDatadog Log Management vs SigNozDatadog Log Management vs Elastic StackGrafana Loki vs GraylogGrafana Loki vs New Relic LogsGrafana Loki vs OpenObserveGrafana Loki vs Better StackGrafana Loki vs SigNozGrafana Loki vs Elastic StackGraylog vs New Relic LogsGraylog vs OpenObserveGraylog vs Better StackGraylog vs SigNozGraylog vs Elastic StackNew Relic Logs vs OpenObserveNew Relic Logs vs Better StackNew Relic Logs vs SigNozNew Relic Logs vs Elastic StackOpenObserve vs Better StackOpenObserve vs SigNozOpenObserve vs Elastic StackBetter Stack vs SigNozBetter Stack vs Elastic StackSigNoz vs Elastic Stack
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
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Datadog Log Management20%
Datadog Log Management20%02Grafana Loki16%
Grafana Loki16%03Graylog10%
Graylog10%04New Relic Logs10%
New Relic Logs10%05OpenObserve8%
OpenObserve8%06Better Stack8%
Better Stack8%07SigNoz6%
SigNoz6%08Elastic Stack2%
Elastic Stack2%09Cribl Stream0%
Cribl Stream0%10Sumo Logic0%
Sumo Logic0%11Splunk0%
Splunk0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 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.
Splunk53%
27 of 51 labels negative · 11 of 12 models · 6 hard negative
“Avoid Splunk for mid-market—it's enterprise-priced (~$150/GB/day list, $10K+/mo easily) and overkill” Grok 4.20, direct prompt
Datadog Log Management29%
17 of 58 labels negative · 11 of 12 models · 4 hard negative
“Avoid Datadog for logs if you cannot strictly govern data volume or need multi-year retention.” Kimi K2, negative prompt
Elastic Stack36%
20 of 56 labels negative · 9 of 12 models · 6 hard negative
“The "Operational Burdens" (Avoid unless you have expertise)... you may find the cluster constantly crashing” Qwen 3.7 Flash, negative prompt
Graylog14%
5 of 37 labels negative · 5 of 12 models
“Had a privilege escalation vulnerability (CVE-2025-53106)... Ensure you're running version 6.2.4 or 6.3.0-rc.2 or later.” MiniMax M2.5, 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
62 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. 862 links across 225 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Cribl41 answers · 57 citations · 11 models
vendor site · OpenObserve39 answers · 45 citations · 11 models
vendor site · Middleware.io23 answers · 26 citations · 9 models
vendor site · Dash022 answers · 30 citations · 10 models
22 answers · 28 citations · 8 models
vendor site · Logz.io18 answers · 21 citations · 8 models
18 answers · 19 citations · 8 models
vendor site · Exabeam18 answers · 18 citations · 10 models
vendor site · SigNoz18 answers · 18 citations · 11 models
vendor site · CubeAPM17 answers · 18 citations · 8 models
16 answers · 16 citations · 9 models
vendor site · Parseable15 answers · 20 citations · 8 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.
29 answers · 10 models
27 answers · 9 models
18 answers · 8 models
18 answers · 8 models
17 answers · 7 models
16 answers · 8 models
16 answers · 9 models
15 answers · 8 models
15 answers · 10 models
15 answers · 9 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 log management platform”, “log management platform”, “log management 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 |
|---|---|---|---|---|---|---|---|---|
| Datadog parent site Datadog Log Management 20% | 20% | 167 | 74,000 | 3,541 | ||||
| Grafana Loki grafana.com Grafana Loki 16%, Grafana Cloud Logs 4% | 20% | 155 | 1,900 | 122 | 84,520 | 116 | ||
| Graylog graylog.org | 10% | 117 | 3,600 | 146 | 12,269 | 3 | ||
| New Relic newrelic.com New Relic Logs 10% | 10% | 67 | 14,800 | 843 | 83,276 company | $412 | 89 | |
| OpenObserve openobserve.ai | 8% | 85 | 1,600 | 9 | 4,825 | 7 | 4 | |
| Better Stack betterstack.com | 8% | 311 | 1,600 | 1,017 | 41,811 | 119 | ||
| SigNoz signoz.io | 6% | 179 | 2,400 | 52 | 7,244 | 1 | ||
| Axiom axiom.co | 6% | 30 | 165,000 | 7,921 | 19,128 | 7 | ||
| ManageEngine parent site ManageEngine EventLog Analyzer 4%, ManageEngine Log360 0% | 4% | 139 | 8,100 | 675 | ||||
| Coralogix coralogix.com | 2% | 116 | 4,400 | 83 | 10,540 | $28 | 27 |
Google's top ten for the three searches hold 13 sites; 6 of them are among the sites the models cited here (cribl.io, dash0.com, exabeam.com, grepr.ai, logz.io, openobserve.ai). The first result for “best log management 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 log management platform for a mid-market B2B company?”Paraphrase“Which centralized logging tool would you recommend to a mid-sized B2B company?”Comparative“What are the top log management platforms and how do they differ?”Budget-constrained“What is the best log management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a log management platform. What should we look at?”Negative“Which log management platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceagainst: Elastic StackDatadog Log Management, Grafana LokiChangedagainst: SplunkLogz.ioagainst: Datadog Log Management, Elastic Stack, Graylog, SplunkSolarWinds Papertrailagainst: Elastic Stackno first choiceagainst: Splunk
One alternative
Sumo LogicTwo alternatives
Grafana Loki, New Relic LogsGPT-5.4 miniDatadog Log Managementagainst: Elastic StackDatadog Log ManagementHeldagainst: Splunkno first choiceGrafana Lokiagainst: Datadog Log Management, Splunkno first choicenothing named
Two alternatives
New Relic Logs, SplunkThree alternatives
Elastic Stack / OpenSearch, Grafana Loki, Sumo LogicFour alternatives
Amazon CloudWatch Logs, Azure Monitor Logs, Google Cloud Logging, OpenSearch / ElasticsearchGemini 3.5 FlashCoralogixagainst: Datadog Log Management, Elastic Stack, SplunkBetter Stack, Grafana Cloud LogsChangedagainst: Datadog Log Management, Elastic Stackno first choiceAxiom, Better Stackagainst: Elastic Stack, Graylog, OpenSearchno first choiceagainst: Elastic Stackagainst: Amazon CloudWatch Logs, ArcSight, Datadog Log Management, Decentralized Log Aggregation, Elastic Stack, Grafana Loki, LogRhythm, Splunk
Two alternatives
Better Stack, Grafana LokiTwo alternatives
Axiom, Sumo LogicSix alternatives
Datadog Log Management, Elastic Stack, Grafana Loki, OpenObserve, OpenSearch, SplunkThree alternatives
Grafana Loki, New Relic Logs, OpenObservePerplexity SonarNew Relic LogsManageEngine EventLog AnalyzerChangedno first choiceBetter Stack, Grafana Lokiagainst: Elastic Observabilityno first choiceagainst: Datadog Log Management, OpenObserve, SolarWinds, Splunk
Three alternatives
ManageEngine Log360, Middleware.io, Sematext LogsTwo alternatives
Datadog Log Management, GraylogOne alternative
OpenObserveGrok 4.20Datadog Log Management, New Relic Logsagainst: Elastic Stack, SplunkDatadog Log ManagementChangedagainst: Splunkno first choiceGrafana Lokiagainst: Datadog Log Management, Splunkno first choiceagainst: Splunkagainst: Datadog Cloud SIEM, Datadog Log Management, Elastic Stack, FortiSIEM, Graylog, ManageEngine Log360, SolarWinds Papertrail, Splunk
Three alternatives
Grafana Loki, Graylog, ManageEngine Log360Three alternatives
Elastic Stack, Grafana Loki, GraylogFive alternatives
Elastic Stack, Grafana Cloud Logs, Graylog, New Relic Logs, OpenSearchFour alternatives
Datadog Log Management, Elastic Stack, Grafana Loki, New Relic LogsMistral SmallGraylogManageEngine EventLog AnalyzerChangedno first choiceAxiomno first choiceagainst: Datadog Log Management, SolarWinds, Splunk
Two alternatives
New Relic Logs, Sematext LogsThree alternatives
Grafana Loki, Graylog, SolarWinds PapertrailDeepSeek V4 FlashNew Relic Logs, SigNozagainst: Datadog Log ManagementGrafana LokiChangedagainst: Splunkno first choiceAxiom, OpenObserveGrafana Loki, OpenObserve, SigNozagainst: Datadog Log Management, New Relic Logs, Splunkagainst: Datadog Log Management, Elastic Stack, Grafana Loki, Splunk
Three alternatives
Grafana Loki, ManageEngine Log360, SplunkFour alternatives
Better Stack, Datadog Log Management, Elastic Stack, SigNozSix alternatives
Datadog Log Management, Elastic Stack, Grafana Loki, Logz.io, Splunk, Sumo LogicFour alternatives
Grafana Loki, Graylog, SigNoz, SolarWinds PapertrailOne alternative
Elastic StackLlama 4 MaverickMiddleware.ioGraylogChangedno first choiceOpenObserveno first choiceagainst: SolarWinds
Three alternatives
Graylog, ManageEngine Log360, New Relic LogsThree alternatives
ManageEngine EventLog Analyzer, OpenObserve, Sumo LogicThree alternatives
Grafana Loki, Graylog, SigNozQwen 3.7 FlashDatadog Log Management, New Relic LogsGraylogChangedagainst: Splunkno first choiceElastic Stackno first choiceagainst: Splunkagainst: AppDynamics, Datadog Log Management, Elastic Stack, New Relic Logs, SolarWinds, Splunk
Three alternatives
Elastic Stack, OpenObserve, Sumo LogicTwo alternatives
Datadog Log Management, Grafana LokiSix alternatives
Cribl Stream, Datadog Log Management, Elastic Stack, Grafana Loki, Mezmo, SplunkFive alternatives
Axiom, Better Stack, Grafana Loki, Graylog, SolarWinds PapertrailFive alternatives
Datadog Log Management, Dynatrace, Elastic Stack, Grafana Loki, GraylogKimi K2Datadog Log Managementagainst: SplunkGraylogChangedagainst: Elastic Stackno first choiceGrafana Loki, OpenObserveagainst: Datadog Log Management, Elastic Stack, Splunk, Sumo Logicno first choiceagainst: Splunkagainst: Datadog Log Management, Elastic Stack, Grafana Loki, Splunk
Four alternatives
Graylog, Middleware.io, New Relic Logs, OpenObserveTwo alternatives
Better Stack, Datadog Log ManagementThree alternatives
Fluent Bit, Graylog, SigNozGLM 4.7 FlashXDatadog Log ManagementDatadog Log ManagementHeldDatadog Log Management, SplunkGrafana Lokiagainst: Datadog Log Management, Elastic Stack, Splunkno first choiceagainst: Azure Log Analytics Agent, Elastic Stack, Graylog, Logging Made Easy, Scribe, Splunk
Two alternatives
Elastic Stack, SplunkTwo alternatives
Graylog, Logz.ioThree alternatives
Cribl Stream, Elastic Stack (ELK) & OpenSearch, Grafana LokiThree alternatives
Better Stack, Grafana Cloud Logs, SolarWinds PapertrailMiniMax M2.5New Relic LogsDatadog Log Management, GraylogChangedagainst: Elastic Stack, Splunkno first choiceBetter Stack, Grafana Cloud Logs, SigNozagainst: Elastic Stackno first choiceagainst: CrowdStrike Falcon LogScale, Datadog Log Management, Graylog, Log4j 1.x, Sumo Logic
Four alternatives
Datadog Log Management, Elastic Stack, LogRhythm, ManageEngine Log360Two alternatives
Elastic Stack, SplunkTwo alternatives
Grafana Loki, OpenObserveFour alternatives
Cribl Stream, Datadog Log Management, Elastic Stack, SplunkBold 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 11:14 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:10 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:52 | yes | 17 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 13:50 | 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 11:13 | yes | 34 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:45 | yes | 11 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:51 | yes | 10 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:40 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:47 | yes | 9 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:26 | yes | 9 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:22 | yes | 12 | 46 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:34 | yes | 9 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:38 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:52 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 14:13 | yes | 8 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 13:21 | 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 12:10 | yes | 17 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:05 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:57 | yes | 10 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:20 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:49 | no | 0 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:34 | yes | 12 | 103 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:29 | yes | 10 | 94 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:44 | no | 0 | 11 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:03 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:27 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:51 | yes | 9 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 09:34 | yes | 20 | 6 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 13:41 | yes | 33 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:56 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:50 | yes | 10 | 10 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:37 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:32 | yes | 15 | 48 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:41 | yes | 12 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:55 | yes | 25 | 71 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:11 | yes | 5 | 75 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:57 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:15 | no | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:19 | yes | 17 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 10:04 | yes | 20 | 5 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 12:41 | yes | 15 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:49 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:37 | yes | 9 | 13 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:41 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:09 | no | 0 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:14 | yes | 9 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:55 | yes | 25 | 157 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:00 | yes | 7 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:49 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:03 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:24 | yes | 13 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 12:59 | yes | 20 | 6 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 14:04 | yes | 14 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:23 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:17 | yes | 14 | 22 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:06 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:07 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:06 | yes | 15 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:27 | yes | 20 | 137 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:18 | yes | 5 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:07 | yes | 35 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:10 | yes | 4 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:04 | yes | 17 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 12:32 | 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 11:29 | yes | 23 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:14 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:05 | yes | 24 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:04 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:04 | yes | 10 | 57 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:31 | yes | 29 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:46 | yes | 42 | 39 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:19 | yes | 21 | 50 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 Logs
Azure Monitor read as Azure Monitor Logs
CloudWatch (AWS) read as Amazon CloudWatch Logs
Cribl read as Cribl Stream
Datadog read as Datadog Log Management
Datadog (Log Management) read as Datadog Log Management
Datadog (for Logs) read as Datadog Log Management
ELK read as Elastic Stack
ELK Stack read as Elastic Stack
ELK Stack (Elastic) read as Elastic Stack
ELK Stack (Elasticsearch + Logstash + Kibana) read as Elastic Stack
ELK Stack (Elasticsearch) read as Elastic Stack
ELK Stack (Elasticsearch, Logstash, Kibana) read as Elastic Stack
ELK Stack (Elasticsearch/Logstash/Kibana) read as Elastic Stack
ELK stack read as Elastic Stack
ELK stack (ElasticSearch, LogStash, Kibana) read as Elastic Stack
Elastic read as Elastic Stack
Elastic (ELK Stack) read as Elastic Stack
Elastic (ELK Stack: Elasticsearch + Kibana) read as Elastic Stack
Elastic (ELK) read as Elastic Stack
Elastic Cloud read as Elastic Stack
Elasticsearch read as Elastic Stack
Grafana Cloud read as Grafana Cloud Logs
Grafana Cloud (Loki) read as Grafana Cloud Logs
New Relic read as New Relic Logs
Self-Hosted Elasticsearch (ELK Stack) read as Elastic Stack
Sematext read as Sematext Logs
Unresolved, counted raw
Azure Log Analytics Agent (MMA)
Decentralized Log Aggregation
Log4j 1.x
Logging Made Easy (LME)
Discontinued, still offered
No shut-down product was recommended here.