Log management
Asked as “log management platform”, and as “centralized logging tool”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
28%
Contested · Graylog 26%
28Datadog Log Management26Graylog11Grafana Loki34others
28% of first choices, contested.
Since September 2026▲+8Since September 2026: 20% → 28%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Datadog Log Management held the lead, +8 points on 20%, 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.This pageEnterprise
Splunk46%Clear leader▲+5Since September 2026: 41% → 45%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
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.This pageEnterpriseSplunk46%Clear leader▲+5Since September 2026: 41% → 45%, +5 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
01Datadog Log Management28%31%64criticized challenger▲+8Since September 2026: 20% → 28%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 28%
Datadog Log Management28%31%64criticized challenger▲+8Since September 2026: 20% → 28%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 28%02
Graylog26%10%41accepted challenger▲+16Since September 2026: 10% → 26%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.10% → 26%
Graylog26%10%41accepted challenger▲+16Since September 2026: 10% → 26%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.10% → 26%03
Grafana Loki11%4%46accepted challenger▼−3Since September 2026: 16% → 13%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 13%
Grafana Loki11%4%46accepted challenger▼−3Since September 2026: 16% → 13%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 13%04Better Stack9%0%14accepted challenger▲+1Since September 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 9%
Better Stack9%0%14accepted challenger▲+1Since September 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 9%05
Elastic Stack6%30%54criticized challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
Elastic Stack6%30%54criticized challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%06
OpenObserve2%0%16accepted challenger▼−6Since September 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 2%
OpenObserve2%0%16accepted challenger▼−6Since September 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 2%07
Coralogix2%0%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Coralogix2%0%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the five products at 0%, ordered by negative rate
12Splunk0%60%55criticized 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%60%55criticized 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
Sumo Logic0%14%22accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Sumo Logic0%14%22accepted 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
New Relic Logs0%8%25accepted challenger▼−10Since September 2026: 10% → 0%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 0%
New Relic Logs0%8%25accepted challenger▼−10Since September 2026: 10% → 0%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 0%09
SigNoz0%0%14accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 0%
SigNoz0%0%14accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 0%11
Logz.io0%0%10accepted 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%0%10accepted 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.
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Datadog Log Management28%
Datadog Log Management28%02Graylog26%
Graylog26%03Grafana Loki11%
Grafana Loki11%04Better Stack9%
Better Stack9%05Elastic Stack6%
Elastic Stack6%06OpenObserve2%
OpenObserve2%07Coralogix2%
Coralogix2%08New Relic Logs0%
New Relic Logs0%09SigNoz0%
SigNoz0%10Sumo Logic0%
Sumo Logic0%11Logz.io0%
Logz.io0%12Splunk0%
Splunk0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, 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.
Splunk60%
33 of 55 labels negative · 13 of 14 models · 9 hard negative
“Usually not the best for a limited budget: Splunk and often Datadog, because costs tend to rise quickly” GPT-5.4 mini, budget prompt
Datadog Log Management31%
20 of 64 labels negative · 10 of 14 models · 4 hard negative
“Usually not the best for a limited budget: Splunk and often Datadog, because costs tend to rise quickly” GPT-5.4 mini, budget prompt
Elastic Stack30%
16 of 54 labels negative · 7 of 14 models · 6 hard negative
“The Trap to Avoid: The "Free" ELK Stack (Elasticsearch)... This is often a financial mistake for small companies.” Gemini 3.5 Flash, budget prompt
Graylog10%
4 of 41 labels negative · 4 of 14 models · 2 hard negative
“Graylog has limited scalability and is not suitable for large-scale log management” Llama 4 Maverick, 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
73 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. 992 links across 211 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 · 70 citations · 11 models
vendor site · Middleware.io35 answers · 46 citations · 10 models
vendor site · OpenObserve35 answers · 44 citations · 12 models
22 answers · 23 citations · 9 models
vendor site · G221 answers · 22 citations · 11 models
vendor site · SigNoz20 answers · 27 citations · 9 models
vendor site · Coralogix20 answers · 26 citations · 9 models
20 answers · 20 citations · 10 models
vendor site · Guideflow20 answers · 20 citations · 10 models
vendor site · Dash019 answers · 26 citations · 10 models
vendor site · Motadata19 answers · 19 citations · 9 models
16 answers · 19 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.
40 answers · 11 models
30 answers · 8 models
26 answers · 12 models
22 answers · 9 models
21 answers · 11 models
20 answers · 10 models
19 answers · 10 models
18 answers · 8 models
18 answers · 8 models
15 answers · 6 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 28% | 28% | 173 | 74,000 | 3,541 | ||||
| Graylog graylog.org | 26% | 127 | 3,600 | 146 | 12,269 | 3 | ||
| Grafana Loki grafana.com Grafana Loki 11%, Grafana Cloud 4%, Grafana Cloud Logs 4% | 19% | 174 | 2,400 | 40 | 84,520 | 116 | ||
| Better Stack betterstack.com | 9% | 285 | 1,600 | 1,017 | 41,811 | 119 | ||
| Elastic elastic.co Elastic Stack 6% | 6% | 135 | 74,000 | 34,672 | 208,306 company | 105 | 8 | |
| OpenObserve openobserve.ai | 2% | 157 | 1,600 | 9 | 4,825 | 7 | 4 | |
| Coralogix coralogix.com | 2% | 72 | 4,400 | 83 | 10,540 | $28 | 27 | |
| Axiom axiom.co | 2% | 19 | 165,000 | 7,921 | 19,128 | 7 | ||
| Sematext sematext.com | 2% | 25 | 90 | 0 | 67,747 | 6 | ||
| Fluentd fluentdb.ai | 2% | 25 | 1,000 | 88 | 94 |
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 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 choiceDatadog Log Management, Elastic StackChangedagainst: Splunkno first choiceGraylog, SolarWinds Papertrailagainst: Datadog Log Managementno first choiceagainst: Splunk
Two alternatives
Grafana Loki, New Relic LogsFour alternatives
Grafana Loki, Logz.io, OpenObserve, SematextGPT-5.4 miniDatadog Log Managementagainst: SplunkDatadog Log ManagementHeldno first choiceGrafana Cloud Logs, Grafana Lokiagainst: Datadog Log Management, Elastic Stack, Splunkno first choiceagainst: Datadog Log Management, Splunk
Three alternatives
Elastic Stack, Microsoft Sentinel, New Relic LogsFive alternatives
Azure Monitor, Elastic Stack, Grafana Loki, Microsoft Sentinel, SplunkSeven alternatives
Datadog Log Management, Elastic Stack, Graylog, Loggly, New Relic Logs, Splunk, Sumo LogicOne alternative
OpenSearchGemini 3.5 FlashBetter Stackagainst: Datadog Log Management, SplunkBetter StackHeldagainst: Datadog Log Managementno first choiceAxiom, Better Stackagainst: Elastic Stack, OpenSearchno first choiceagainst: Datadog Log Management, Dynatrace, New Relic Logs, Splunkagainst: Amazon CloudWatch Logs, Azure Monitor, Datadog Log Management, Elastic Stack, Google Cloud Logging, Grafana Loki, Legacy SIEMs, SolarWinds Loggly, Splunk
Five alternatives
Axiom, Grafana Cloud, New Relic Logs, OpenObserve, Sumo LogicThree alternatives
Axiom, Grafana Cloud, OpenObserveSix alternatives
Datadog Log Management, Elastic Stack (ELK) & OpenSearch, Grafana Loki, OpenObserve, SigNoz, SplunkThree alternatives
Grafana Loki, OpenObserve, ParseableFive alternatives
Axiom, Better Stack, Coralogix, CrowdStrike Falcon LogScale, Elastic SecurityPerplexity SonarDatadog Log ManagementGraylogChangedno first choiceBetter Stack, Grafana Lokino first choiceagainst: Azure Monitor, Graylog, SolarWinds, Splunk
Five alternatives
Coralogix, Graylog, Logit.io, ManageEngine EventLog Analyzer, New Relic LogsThree alternatives
Better Stack, Coralogix, Datadog Log ManagementTwo alternatives
Graylog, SolarWinds PapertrailGrok 4.1 FastDatadog Log Managementagainst: SplunkDatadog Log ManagementHeldagainst: Splunkno first choiceGraylogagainst: Datadog Log Management, Elastic Stack, Splunkno first choiceagainst: Datadog Log Management, Dynatrace, Elastic Stack, Graylog, IBM QRadar, Splunk
Three alternatives
Elastic Stack, Graylog, Sumo LogicThree alternatives
Grafana Loki, Graylog, Logz.ioOne alternative
Grafana LokiMistral SmallDatadog Log Management, Graylogno first choiceChangedDatadog Log Management, SplunkElastic Stackno first choiceagainst: SolarWinds, Splunk
Two alternatives
Logmanager, New Relic LogsSix alternatives
Coralogix, Elastic Stack, Fluentd, Graylog, OpenObserve, Sumo LogicTwo alternatives
Grafana Loki, OpenSearchThree alternatives
Coralogix, Datadog Log Management, MezmoDeepSeek V4 FlashDatadog Log Management, Graylogagainst: SplunkSematextChangedagainst: Datadog Log Managementno first choiceGrafana Cloudagainst: Datadog Log Management, Splunk, Sumo LogicDatadog Log Management, Elastic Stackagainst: Splunkagainst: Datadog Log Management, Devo, LogRhythm, Microsoft Sentinel, Securonix, SolarWinds, Splunk
Three alternatives
Grafana Loki, Middle ware, Sumo LogicOne alternative
Grafana LokiSix alternatives
Datadog Log Management, Elastic Stack, Grafana Loki, New Relic Logs, SigNoz, SplunkThree alternatives
Elastic Stack, Graylog, SigNozOne alternative
Grafana LokiLlama 4 MaverickDatadog Log Managementno first choiceChangedno first choiceno first choiceno first choiceagainst: Graylog
Three alternatives
LogicMonitor, New Relic Logs, SigNozTwo alternatives
Datadog Log Management, GraylogQwen 3.7 FlashDatadog Log Managementagainst: Elastic Stack, Graylog, SplunkGraylogChangedagainst: Elastic Stack, Splunkno first choiceCoralogix, Grafana Lokiagainst: Elastic Stack, Splunkno first choiceagainst: Splunkagainst: Datadog Log Management, Elastic Stack, New Relic Logs, SolarWinds Papertrail, SolarWinds Products, Splunk, Sumo Logic
Four alternatives
Coralogix, Elastic Stack, Grafana Loki, SentryThree alternatives
Datadog Log Management, Grafana Loki, New Relic LogsFive alternatives
Cribl Stream, Datadog Log Management, Elastic Stack, New Relic Logs, SplunkTwo alternatives
Graylog, OpenObserveKimi K2Graylogagainst: Datadog Log ManagementGraylogHeldagainst: Datadog Log Management, Elastic Stack, Splunk, Sumo Logicno first choiceOpenObserveagainst: Datadog Log Management, Elastic Stack, Splunkno first choiceagainst: CrowdStrike, Elastic Stack, Grafana Lokiagainst: Datadog Log Management, Elastic Stack, Splunk
Four alternatives
Better Stack, Grafana Loki, Logz.io, SigNozTwo alternatives
Grafana Loki, SigNozFour alternatives
Coralogix, Grafana Loki, Graylog, SigNozGLM 4.7 FlashXDatadog Log ManagementDatadog Log Management, Fluentd, Grafana LokiChangedagainst: Splunkno first choiceGrafana Loki, Graylogno first choiceagainst: Datadog Log Management, Elastic Stack, Splunk
Three alternatives
Elastic Stack, SolarWinds Loggly, SplunkTwo alternatives
Elastic Stack, GraylogSix alternatives
ManageEngine EventLog Analyzer, Netdata, OpenObserve, Sematext, SolarWinds Log & Event Manager, groundcoverMiniMax M2.5GraylogGraylogHeldSplunkGrafana Loki, Graylogno first choiceagainst: Splunkagainst: Splunk
Two alternatives
Datadog Log Management, Sumo LogicTwo alternatives
Datadog Log Management, ManageEngine EventLog AnalyzerTwo alternatives
Datadog Log Management, Elastic StackTwo alternatives
Axiom, NetdataGPT-6 LunaBetter StackGrafana Cloud LogsChangedno first choiceGrafana Cloudno first choiceagainst: CrowdStrike Falcon Long Term Repository, Datadog Log Management, Microsoft Sentinel, Splunk
Four alternatives
Datadog Log Management, Elastic Stack, Grafana Cloud, Sumo LogicOne alternative
Datadog Log ManagementTwo alternatives
Better Stack, GraylogMuse Glimmer 30BDatadog Log Managementagainst: SplunkDatadog Log Management, GraylogChangedno first choiceGraylogagainst: Elastic Stackno first choiceagainst: Analog & Cronolog, Datadog Log Management, ManageEngine Log360, NXLog Enterprise Edition and NXLog Manager, Splunk, Trellix SIEM Enterprise Log Manager
Two alternatives
Graylog, ManageEngine Log360One alternative
Grafana LokiThree alternatives
Grafana Loki, OpenObserve, SigNozBold 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 10:48 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:21 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:58 | yes | 15 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:32 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:26 | yes | 25 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:11 | yes | 11 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:01 | yes | 21 | 48 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:03 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:01 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:39 | yes | 19 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:08 | yes | 14 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:44 | yes | 9 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:38 | yes | 5 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:38 | yes | 12 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:41 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:59 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:37 | yes | 5 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:14 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:18 | yes | 14 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:45 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:40 | yes | 23 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:28 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:44 | yes | 10 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:42 | yes | 19 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:38 | yes | 14 | 93 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:12 | yes | 5 | 41 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:52 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:08 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:30 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:48 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:25 | yes | 20 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:51 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:17 | yes | 23 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:17 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:18 | yes | 23 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:47 | yes | 5 | 7 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:07 | yes | 5 | 17 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:52 | yes | 24 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:07 | yes | 18 | 95 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:25 | yes | 10 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:50 | yes | 8 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:44 | yes | 14 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:22 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:55 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:58 | yes | 16 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:42 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:26 | yes | 19 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:33 | yes | 5 | 11 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:03 | yes | 23 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:28 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:53 | yes | 20 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:32 | yes | 20 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:48 | yes | 9 | 46 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:38 | yes | 5 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:01 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:08 | yes | 14 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:51 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:41 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:21 | yes | 9 | 33 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:17 | yes | 20 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:08 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:58 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:38 | yes | 20 | 59 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:49 | yes | 5 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:48 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:29 | no | 0 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:16 | yes | 9 | 67 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:28 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:45 | yes | 4 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:49 | yes | 14 | 35 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:35 | yes | 36 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:17 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:38 | yes | 12 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:49 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:31 | yes | 23 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:57 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:44 | yes | 24 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:42 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:43 | yes | 25 | 65 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:30 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:14 | yes | 22 | 98 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:30 | yes | 14 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:01 | yes | 4 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:06 | yes | 20 | 21 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
ELK read as Elastic Stack
ELK Stack read as Elastic Stack
ELK Stack (Elastic) read as Elastic Stack
ELK Stack (Elasticsearch + Kibana + Logstash/Filebeat) 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, and Kibana) 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) read as Elastic Stack
Elastic (Elasticsearch / Elastic Observability) read as Elastic Stack
Elastic (SSPL/ELv2) read as Elastic Stack
Elastic Cloud read as Elastic Stack
Elastic Cloud (ELK) read as Elastic Stack
Elasticsearch read as Elastic Stack
Elasticsearch (ELK Stack) read as Elastic Stack
Elasticsearch (Self-Hosted) read as Elastic Stack
Motadata read as Motadata ObserveOps
New Relic read as New Relic Logs
Unresolved, counted raw
Analog & Cronolog
CloudWatch Logs Insights
CrowdStrike Falcon Long Term Repository
GCP Logging
Legacy SIEMs
Middle ware
NXLog Enterprise Edition and NXLog Manager
SolarWinds Log & Event Manager (LEM)
SolarWinds Products (Loggly, Papertrail)
Trellix SIEM Enterprise Log Manager
Discontinued, still offered
No shut-down product was recommended here.