Log management for enterprise buyers
Asked as “log management platform”, and as “centralized logging tool”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
46%
Clear leader
46Splunk26Datadog Log Management04Elastic Stack24others
46% of first choices, clear leader.
Since September 2026▲+5Since September 2026: 41% → 45%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Splunk held the lead, +5 points on 41%, inside the 11-point floor.
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
Better Stack32%Contested▼−2Since September 2026: 34% → 32%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Datadog Log Management28%Contested▲+8Since September 2026: 20% → 28%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Splunk46%Clear leader▲+5Since September 2026: 41% → 45%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
Better Stack32%Contested▼−2Since September 2026: 34% → 32%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketDatadog Log Management28%Contested▲+8Since September 2026: 20% → 28%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseSplunk46%Clear leader▲+5Since September 2026: 41% → 45%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Splunk46%28%68criticized default▲+5Since September 2026: 41% → 45%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.41% → 45%
Splunk46%28%68criticized default▲+5Since September 2026: 41% → 45%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.41% → 45%02Datadog Log Management26%35%65criticized challenger▲+5Since September 2026: 20% → 25%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 25%
Datadog Log Management26%35%65criticized challenger▲+5Since September 2026: 20% → 25%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 25%03
Elastic Stack4%13%52accepted challenger▼−3Since September 2026: 7% → 5%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 5%
Elastic Stack4%13%52accepted challenger▼−3Since September 2026: 7% → 5%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 5%04
Graylog4%17%23accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%
Graylog4%17%23accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%05
New Relic Logs4%21%19accepted challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%
New Relic Logs4%21%19accepted challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%06
Grafana Loki2%8%26accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Grafana Loki2%8%26accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%07
Sumo Logic2%10%29accepted challenger▼−3Since September 2026: 6% → 2%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%
Sumo Logic2%10%29accepted challenger▼−3Since September 2026: 6% → 2%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%Show the three products at 0%, ordered by negative rate
09
Dynatrace0%29%14criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Dynatrace0%29%14criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%10
Logz.io0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Logz.io0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
Cribl Stream0%0%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Cribl Stream0%0%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 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.
Head to head
All twenty-one head-to-head pages: the top seven products, each against each
Datadog Log Management vs Elastic StackDatadog Log Management vs OpenObserveDatadog Log Management vs CoralogixGraylog vs Grafana LokiGraylog vs Better StackGraylog vs Elastic StackGraylog vs OpenObserveGraylog vs CoralogixGrafana Loki vs Better StackGrafana Loki vs Elastic StackGrafana Loki vs OpenObserveGrafana Loki vs CoralogixBetter Stack vs Elastic StackBetter Stack vs OpenObserveBetter Stack vs CoralogixElastic Stack vs OpenObserveElastic Stack vs CoralogixOpenObserve vs Coralogix
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Splunk46%
Splunk46%02Datadog Log Management26%
Datadog Log Management26%03Elastic Stack4%
Elastic Stack4%04Graylog4%
Graylog4%05New Relic Logs4%
New Relic Logs4%06Grafana Loki2%
Grafana Loki2%07Sumo Logic2%
Sumo Logic2%08Cribl Stream0%
Cribl Stream0%09Dynatrace0%
Dynatrace0%10Logz.io0%
Logz.io0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and GPT-6 Luna 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.
Datadog Log Management35%
23 of 65 labels negative · 12 of 14 models · 7 hard negative
“What to avoid for thousands of users Datadog is the classic example of bill complexity at scale” Muse Glimmer 30B, budget prompt
Splunk28%
19 of 68 labels negative · 12 of 14 models · 4 hard negative
“**Why avoid:** Splunk is often cited as the most expensive option by far... The cost can become prohibitive at scale” Mistral Small, negative prompt
Elastic Stack13%
7 of 52 labels negative · 7 of 14 models · 1 hard negative
“self-managed ELK often fails at enterprise scale without massive engineering investment” Grok 4.1 Fast, negative prompt
Graylog17%
4 of 23 labels negative · 4 of 14 models · 2 hard negative
“Platforms to Strongly Avoid or Use Extreme Caution With: ... Graylog (Especially Self-Hosted)” Grok 4.1 Fast, negative 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
74 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. 1053 links across 250 sites, every framing counted. Ranked by the number of answers carrying the site or page. 22 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 · Cribl43 answers · 66 citations · 12 models
vendor site · OpenObserve37 answers · 43 citations · 11 models
vendor site · Middleware.io33 answers · 44 citations · 10 models
vendor site · SigNoz23 answers · 28 citations · 10 models
vendor site · Splunk21 answers · 33 citations · 9 models
vendor site · Coralogix20 answers · 20 citations · 11 models
vendor site · Guideflow20 answers · 20 citations · 9 models
19 answers · 19 citations · 9 models
19 answers · 19 citations · 10 models
vendor site · G219 answers · 19 citations · 11 models
vendor site · Dash018 answers · 31 citations · 10 models
vendor site · FitGap18 answers · 20 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.
36 answers · 11 models
30 answers · 11 models
25 answers · 10 models
20 answers · 9 models
19 answers · 9 models
19 answers · 11 models
19 answers · 9 models
17 answers · 9 models
17 answers · 10 models
17 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| Splunk splunk.com | 46% | 287 | 40,500 | 6,832 | 892,906 | 120 | ||
| Datadog parent site Datadog Log Management 26% | 26% | 173 | 74,000 | 3,541 | ||||
| Elastic elastic.co Elastic Stack 4%, Elastic Observability 2% | 6% | 135 | 74,000 | 34,672 | 208,306 company | 105 | 8 | |
| Graylog graylog.org | 4% | 127 | 3,600 | 146 | 12,269 | 3 | ||
| New Relic newrelic.com New Relic Logs 4% | 4% | 59 | 14,800 | 843 | 83,276 company | $412 | 89 | |
| Grafana Loki grafana.com Grafana Loki 2%, Grafana Cloud 2% | 4% | 174 | 2,400 | 40 | 84,520 | 116 | ||
| Sumo Logic sumologic.com | 2% | 60 | 4,400 | 265 | 82,749 | $4,123 | 55 | |
| Coralogix coralogix.com | 2% | 72 | 4,400 | 83 | 10,540 | $28 | 27 | |
| CrowdStrike parent site CrowdStrike Falcon LogScale 2% | 2% | 12 | 74,000 | 5,130 | ||||
| OpenObserve openobserve.ai | 2% | 157 | 1,600 | 9 | 4,825 | 7 | 4 |
Google's top ten for the three searches hold 13 sites; 3 of them are among the sites the models cited here (cribl.io, dash0.com, 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 an enterprise B2B company?”Paraphrase“Which centralized logging tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade log management platforms and how do they differ?”Budget-constrained“What is the best log management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a log management platform. What should we look at?”Negative“Which log management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceDatadog Log Management, SplunkChangedno first choiceagainst: Datadog Log Management, Splunk Enterprise SecurityNew Relic Logsagainst: Datadog Log Managementno first choiceagainst: Amazon CloudWatch Logs, Datadog Log Management, Dynatrace, New Relic Logs, Splunk
Two alternatives
Datadog Log Management, Splunk Enterprise SecurityThree alternatives
Dynatrace, Elastic Stack, GraylogTwo alternatives
Dynatrace, GraylogGPT-5.4 miniSplunkElastic Observability, Elastic StackChangedDatadog Log Management, Splunk Platform / Splunk Observability CloudSplunkagainst: Datadog Log Management, Logz.iono first choicenothing named
Two alternatives
Graylog, Sumo LogicTwo alternatives
Graylog, OpenSearchThree alternatives
Elastic Observability, IBM QRadar, Microsoft SentinelTwo alternatives
Coralogix, CrowdStrike Falcon LogScaleGemini 3.5 FlashDatadog Log Management, SplunkDatadog Log Management, SplunkHeldno first choiceElastic Stackagainst: Datadog Log Management, New Relic Logs, Splunkno first choiceagainst: Datadog Log Management, Splunkagainst: DIY ELK Stack, DIY OpenSearch, Datadog Log Management, IBM QRadar, Legacy ArcSight, Splunk, Trellix
Three alternatives
Elastic Stack, Grafana Loki, SigNozTwo alternatives
Cribl Stream, Grafana LokiThree alternatives
CrowdStrike Falcon LogScale, Grafana Loki, Sumo LogicPerplexity SonarSplunkDatadog Log ManagementChangedSplunkCubeAPMagainst: Splunkno first choiceagainst: Datadog Log Management, Dynatrace, Elastic Stack, Graylog open-source, SolarWinds Papertrail, Splunk
Four alternatives
Coralogix, Datadog Log Management, Dynatrace, Logz.ioThree alternatives
Graylog, ManageEngine EventLog Analyzer, SplunkSeven alternatives
Cribl Stream, CrowdStrike Falcon LogScale, Datadog Log Management, Dynatrace, Elastic Stack, Graylog, IBM QRadarTwo alternatives
Grafana Loki, GraylogGrok 4.1 FastDatadog Log Management, SplunkSplunkChangedno first choiceNew Relic Logsagainst: Datadog Log Managementno first choiceagainst: Datadog Log Management, Elastic Stack, Graylog, Logz.io, Splunk, Sumo Logic
Five alternatives
Elastic Stack, IBM QRadar, Microsoft Sentinel, New Relic Logs, Sumo LogicThree alternatives
Datadog Log Management, Elastic Stack, Sumo LogicThree alternatives
Elastic Stack, Grafana Loki, SplunkMistral SmallSplunkDatadog Log Management, SplunkChangedSplunkAxiom, Coralogixagainst: Datadog Log Management, Splunkno first choiceagainst: Datadog Log Management, Dynatrace, Elastic Stack, Graylog, Splunk, Sumo Logic
Two alternatives
Dynatrace, ManageEngine EventLog AnalyzerOne alternative
Elastic StackFive alternatives
Datadog Log Management, Elastic Stack, Graylog, Logz.io, Sumo LogicTwo alternatives
Grafana Loki, New Relic LogsDeepSeek V4 FlashDatadog Log Management, Splunkagainst: Elastic StackSplunkChangedno first choiceCrowdStrike Falcon LogScaleagainst: Datadog Log Management, Grafana Loki, Motadata ObserveOpsno first choiceagainst: Datadog Log Management, Splunkagainst: Datadog Log Management, ELK Stack (Elasticsearch, Logstash, Kibana) — Self-Managed, Logz.io, New Relic Logs, Splunk, Sumo Logic
Two alternatives
Logz.io, Sumo LogicTwo alternatives
Datadog Log Management, Elastic StackOne alternative
SplunkLlama 4 MaverickSplunkDatadog Log ManagementChangedno first choiceOpenObserveagainst: Splunkno first choiceagainst: Datadog Log Management, Splunk
One alternative
Better StackThree alternatives
Coralogix, Grafana Loki, Motadata ObserveOpsQwen 3.7 FlashDatadog Log Management, SplunkDatadog Log ManagementChangedSplunkGraylogagainst: Datadog Log Managementno first choiceagainst: Datadog Log Management, Dynatrace, Elastic Stack, Graylog, IBM QRadar, OpenText ArcSight, Snort, Splunk, Wazuh
One alternative
Elastic StackThree alternatives
Elastic Stack, Grafana Loki, SplunkFive alternatives
Cribl Stream, Datadog Log Management, Elastic Stack, New Relic Logs, Sumo LogicTwo alternatives
Elastic Stack, SplunkKimi K2Datadog Log ManagementSplunkChangedSplunkSumo Logicagainst: Datadog Log Management, New Relic Logs, Splunk, standard Elastic Cloudno first choiceagainst: Datadog Log Management, Splunk
Four alternatives
Elastic Stack, Logz.io, Splunk, Sumo LogicTwo alternatives
Datadog Log Management, Elastic StackFive alternatives
Datadog Log Management, Elastic Stack, Grafana Loki, Graylog, Sumo LogicTwo alternatives
Graylog, NetdataFour alternatives
Cribl Stream, Datadog Log Management, Elastic Stack, SplunkGLM 4.7 FlashXSplunkSplunkHeldno first choiceSplunkno first choiceagainst: CrowdStrike Falcon LogScale, Graylog, Loggly, Nagios Log Server, SolarWinds Log Analyzer, SolarWinds Papertrail
Three alternatives
Datadog Log Management, Elastic Stack, Logz.ioThree alternatives
Elastic Stack, Grafana Loki, Sumo LogicNine alternatives
CrowdStrike Falcon LogScale, Datadog Log Management, Elastic Stack, Grafana Loki, Mezmo, New Relic Logs, OpenSearch, SolarWinds Log Management / Loggly, SplunkFive alternatives
Datadog Log Management, Elastic Stack, Grafana Cloud, Logpoint, ManageEngine Log360MiniMax M2.5Splunkno first choiceChangedno first choiceGraylog, Splunkno first choiceagainst: Splunk
Three alternatives
Datadog Log Management, Elastic Stack, Sumo LogicThree alternatives
Elastic Stack, Grafana Loki, Microsoft SentinelGPT-6 LunaDatadog Log ManagementSplunkChangedElastic Observability, SplunkSplunkno first choiceagainst: Amazon CloudWatch Logs, Azure Monitor, Datadog Log Management, Elastic Stack, Google Cloud Logging, Splunk
Three alternatives
Elastic Stack, Grafana Cloud, SplunkTwo alternatives
Datadog Log Management, Elastic StackThree alternatives
Datadog Log Management, New Relic Logs, OpenSearchOne alternative
Elastic StackMuse Glimmer 30BDatadog Log Management, SplunkDatadog Log Management, SplunkHeldSplunkGrafana Cloud, Grafana Loki, Splunkagainst: Datadog Log Managementno first choiceagainst: Datadog Log Management, Elastic Stack, Fluentd, Grafana Loki, SigNoz, Splunk
Three alternatives
Coralogix, Elastic Stack, Sumo LogicOne alternative
Elastic StackFour alternatives
Datadog Log Management, Elastic Stack, Grafana Loki, Sumo LogicThree alternatives
Dash0, Motadata ObserveOps, New Relic LogsBold 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 08:11 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:48 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:35 | yes | 10 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:43 | yes | 17 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:27 | yes | 25 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:01 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:51 | yes | 21 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:39 | yes | 10 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:30 | yes | 19 | 38 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:46 | yes | 22 | 179 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:35 | no | 0 | 8 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:59 | yes | 4 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:02 | yes | 12 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:57 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:08 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:39 | yes | 16 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:13 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:19 | yes | 11 | 4 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:00 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:55 | yes | 19 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:22 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:27 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:52 | yes | 14 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:18 | yes | 20 | 96 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:16 | yes | 5 | 51 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:42 | yes | 3 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:40 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:34 | yes | 15 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:05 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:18 | yes | 15 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:24 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:04 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:00 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:44 | yes | 22 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:01 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:01 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:52 | yes | 19 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:54 | yes | 24 | 48 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:57 | yes | 5 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:13 | yes | 8 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:39 | yes | 15 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:09 | yes | 16 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:41 | yes | 5 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:17 | yes | 20 | 33 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:31 | yes | 20 | 6 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:42 | yes | 22 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:16 | yes | 13 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:05 | yes | 25 | 74 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:49 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:18 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:16 | yes | 23 | 34 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:17 | yes | 23 | 90 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:35 | yes | 21 | 50 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:29 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:17 | yes | 10 | 40 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:40 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:37 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:08 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:19 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:00 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:21 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:25 | yes | 24 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:07 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:55 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:56 | yes | 15 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:56 | yes | 24 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:41 | no | 0 | 61 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:19 | yes | 4 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:21 | yes | 15 | 51 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:33 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:58 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:48 | yes | 13 | 34 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:24 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:51 | yes | 24 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:24 | yes | 10 | 27 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:53 | yes | 24 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:32 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:44 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:44 | yes | 23 | 19 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:51 | yes | 25 | 65 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:12 | yes | 13 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:22 | yes | 4 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:10 | yes | 19 | 34 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
AWS CloudWatch read as Amazon CloudWatch Logs
CloudWatch read as Amazon CloudWatch Logs
Cribl read as Cribl Stream
Datadog read as Datadog Log Management
Datadog (Log Management module) read as Datadog Log Management
ELK Stack read as Elastic Stack
ELK Stack (Elasticsearch + Logstash + Kibana) read as Elastic Stack
ELK Stack (Elasticsearch, Logstash, Kibana) read as Elastic Stack
Elastic read as Elastic Stack
Elastic (ELK Stack / Elastic Cloud) read as Elastic Stack
Elastic (ELK Stack) read as Elastic Stack
Elastic (ELK) read as Elastic Stack
Elastic (Elasticsearch / Kibana) read as Elastic Stack
Elastic Cloud read as Elastic Stack
Elastic Cloud (ELK Stack) read as Elastic Stack
Elastic Cloud (Managed Elasticsearch) read as Elastic Stack
Elasticsearch read as Elastic Stack
Motadata read as Motadata ObserveOps
New Relic read as New Relic Logs
New Relic (Logs module) read as New Relic Logs
Unresolved, counted raw
Azure Monitor Logs
Azure Sentinel
DIY ELK Stack (Elasticsearch/Kibana)
DIY OpenSearch
ELK Stack (Elasticsearch, Logstash, Kibana) — Self-Managed
Graylog open-source
Legacy ArcSight
Nagios Log Server
SolarWinds Log Management / Loggly
Splunk Platform / Splunk Observability Cloud
standard Elastic Cloud
Discontinued, still offered
No shut-down product was recommended here.