Log management
Asked as “log management platform”, and as “centralized logging tool”, on behalf of a mid-market B2B company. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · Graylog 15%
31Datadog Log Management15Graylog11Grafana Loki43others
31% of first choices, contested.
Since October 2026▲+3Since October 2026: 28% → 31%, +3 points. Inside the 11-point floor: within noise.Datadog Log Management held the lead, +3 points on 28%, 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 Stack29%Contested▼−3Since October 2026: 32% → 29%, −3 points. Inside the 11-point floor: within noise.Standing →Mid-market
Datadog Log Management31%Contested▲+3Since October 2026: 28% → 31%, +3 points. Inside the 11-point floor: within noise.This pageEnterprise
Splunk45%Clear leader▼−1Since October 2026: 46% → 45%, −1 point. Inside the 11-point floor: within noise.Standing →
Better Stack29%Contested▼−3Since October 2026: 32% → 29%, −3 points. Inside the 11-point floor: within noise.Standing →Mid-marketDatadog Log Management31%Contested▲+3Since October 2026: 28% → 31%, +3 points. Inside the 11-point floor: within noise.This pageEnterpriseSplunk45%Clear leader▼−1Since October 2026: 46% → 45%, −1 point. Inside the 11-point floor: within noise.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 October 2026
01Datadog Log Management31%29%65criticized default▲+3Since October 2026: 28% → 31%, +3 points. Inside the 11-point floor: within noise.28% → 31%
Datadog Log Management31%29%65criticized default▲+3Since October 2026: 28% → 31%, +3 points. Inside the 11-point floor: within noise.28% → 31%02
Graylog15%11%47accepted challenger▼−11Since October 2026: 26% → 15%, −11 points. Past the 11-point floor: movement.26% → 15%
Graylog15%11%47accepted challenger▼−11Since October 2026: 26% → 15%, −11 points. Past the 11-point floor: movement.26% → 15%03
Grafana Loki11%4%50accepted challenger=heldSince October 2026: 11% → 11%, ±0 points. Inside the 11-point floor: within noise.11% → 11%
Grafana Loki11%4%50accepted challenger=heldSince October 2026: 11% → 11%, ±0 points. Inside the 11-point floor: within noise.11% → 11%04Better Stack8%0%19accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%
Better Stack8%0%19accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%05
Elastic Stack8%31%58criticized challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%
Elastic Stack8%31%58criticized challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%06
Grafana Cloud Logs7%6%16accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise.8% → 7%
Grafana Cloud Logs7%6%16accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise.8% → 7%07
Coralogix5%0%24accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
Coralogix5%0%24accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%08
SolarWinds Papertrail3%15%13accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
SolarWinds Papertrail3%15%13accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%09
OpenObserve2%0%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
OpenObserve2%0%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
12Splunk0%46%61criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Splunk0%46%61criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Sumo Logic0%19%27accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sumo Logic0%19%27accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
New Relic Logs0%4%27accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
New Relic Logs0%4%27accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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-eight head-to-head pages: the top eight products, each against each
Datadog Log Management vs Elastic StackDatadog Log Management vs Grafana Cloud LogsDatadog Log Management vs CoralogixDatadog Log Management vs SolarWinds PapertrailGraylog vs Grafana LokiGraylog vs Better StackGraylog vs Elastic StackGraylog vs Grafana Cloud LogsGraylog vs CoralogixGraylog vs SolarWinds PapertrailGrafana Loki vs Better StackGrafana Loki vs Elastic StackGrafana Loki vs Grafana Cloud LogsGrafana Loki vs CoralogixGrafana Loki vs SolarWinds PapertrailBetter Stack vs Elastic StackBetter Stack vs Grafana Cloud LogsBetter Stack vs CoralogixBetter Stack vs SolarWinds PapertrailElastic Stack vs Grafana Cloud LogsElastic Stack vs CoralogixElastic Stack vs SolarWinds PapertrailGrafana Cloud Logs vs CoralogixGrafana Cloud Logs vs SolarWinds PapertrailCoralogix vs SolarWinds Papertrail
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% negative50%
Key
01Datadog Log Management31%
Datadog Log Management31%02Graylog15%
Graylog15%03Grafana Loki11%
Grafana Loki11%04Better Stack8%
Better Stack8%05Elastic Stack8%
Elastic Stack8%06Grafana Cloud Logs7%
Grafana Cloud Logs7%07Coralogix5%
Coralogix5%08SolarWinds Papertrail3%
SolarWinds Papertrail3%09OpenObserve2%
OpenObserve2%10New Relic Logs0%
New Relic Logs0%11Sumo Logic0%
Sumo Logic0%12Splunk0%
Splunk0%What they warned about
Four of fourteen 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, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 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.
Splunk46%
28 of 61 labels negative · 13 of 14 models · 9 hard negative
“Avoid enterprise platforms such as Splunk or Datadog unless their broader observability and security features justify substantially higher costs.” Perplexity Sonar, budget prompt
Datadog Log Management29%
19 of 65 labels negative · 12 of 14 models · 7 hard negative
“to avoid or be cautious about are Splunk and Datadog Log Management, as they are considered costly and may not be suitable for limited budgets” Llama 4 Maverick, negative prompt
Elastic Stack31%
18 of 58 labels negative · 11 of 14 models · 4 hard negative
“Avoid self-hosted ELK (Elasticsearch/Logstash/Kibana) unless you have a dedicated engineer” Gemini 3.5 Flash, direct prompt
Sumo Logic19%
5 of 27 labels negative · 5 of 14 models · 1 hard negative
“Post-acquisition instability: 79 layoffs ... Private equity ownership: Pattern of "steep layoffs" following acquisition suggests cost-cutting focus” Kimi K2, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 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. 727 links across 179 sites, every framing counted. Ranked by the number of answers carrying the site or page. 29 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 · Coralogix32 answers · 38 citations · 11 models
19 answers · 20 citations · 6 models
vendor site · Logmanager17 answers · 18 citations · 10 models
vendor site · OpenObserve16 answers · 19 citations · 7 models
vendor site · Middleware.io16 answers · 18 citations · 9 models
vendor site · Cribl15 answers · 17 citations · 8 models
vendor site · GitHub14 answers · 17 citations · 8 models
13 answers · 17 citations · 7 models
vendor site · CubeAPM13 answers · 14 citations · 7 models
13 answers · 13 citations · 8 models
vendor site · Grafana12 answers · 19 citations · 6 models
vendor site · PostHog11 answers · 14 citations · 5 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
14 answers · 8 models
13 answers · 8 models
13 answers · 9 models
12 answers · 5 models
11 answers · 6 models
11 answers · 7 models
10 answers · 6 models
10 answers · 7 models
9 answers · 7 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 31% | 31% | 167 | 74,000 | 3,541 | ||||
| Grafana Loki grafana.com Grafana Loki 11%, Grafana Cloud Logs 7% | 18% | 155 | 1,900 | 122 | 84,520 | 116 | ||
| Graylog graylog.org | 15% | 117 | 3,600 | 146 | 12,269 | 3 | ||
| Better Stack betterstack.com | 8% | 311 | 1,600 | 1,017 | 41,811 | 119 | ||
| Elastic elastic.co Elastic Stack 8% | 8% | 154 | 74,000 | 34,672 | 208,306 company | 105 | 8 | |
| Coralogix coralogix.com | 5% | 116 | 4,400 | 83 | 10,540 | $28 | 27 | |
| SolarWinds papertrail.com SolarWinds Papertrail 3% | 3% | 52 | 14,800 | 1,396 | 8,175 | |||
| Axiom axiom.co | 3% | 30 | 165,000 | 7,921 | 19,128 | 7 | ||
| OpenObserve openobserve.ai | 2% | 85 | 1,600 | 9 | 4,825 | 7 | 4 | |
| ManageEngine parent site ManageEngine EventLog Analyzer 2% | 2% | 21 | 8,100 | 675 |
Google's top ten for the three searches hold 13 sites; 2 of them are among the sites the models cited here (cribl.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 4.5Graylogagainst: Elastic Stack, SplunkDatadog Log Management, Elastic StackChangedno first choiceagainst: SplunkElastic Stack, Graylogno first choiceagainst: Grafana Loki, Splunk
Three alternatives
Datadog Log Management, ManageEngine Log360, New Relic LogsTwo alternatives
Grafana Loki, SplunkFour alternatives
Grafana Loki, Graylog, OpenObserve, SigNozThree alternatives
Grafana Loki, Sematext Logs, SolarWinds PapertrailGPT-5.4 miniDatadog Log ManagementDatadog Log ManagementHeldDatadog Log Management, New Relic LogsGrafana Lokiagainst: Datadog Log Management, Splunk, Sumo Logicno first choicenothing named
Four alternatives
Elastic Stack, New Relic Logs, Splunk, Sumo LogicThree alternatives
Elastic Stack / OpenSearch, Grafana Loki, SplunkFour alternatives
Elastic Stack, Graylog, Splunk, Sumo LogicOne alternative
GraylogGemini 3.5 FlashCoralogixagainst: Datadog Log Management, Elastic StackBetter StackChangedagainst: Datadog Log ManagementDatadog Log ManagementAxiom, Grafana Cloud Logsagainst: OpenSearchno first choiceagainst: Amazon CloudWatch Logs, Elastic Stack, OpenSearchagainst: Azure Data Explorer, Datadog Log Management, Elastic Stack, OpenSearch, SolarWinds Loggly, SolarWinds Papertrail, Splunk
Three alternatives
Better Stack, Grafana Cloud Logs, Sumo LogicTwo alternatives
Coralogix, Grafana Cloud LogsFive alternatives
Amazon CloudWatch Logs, Elastic Stack, Grafana Loki, Splunk, Sumo LogicThree alternatives
Better Stack, Grafana Loki, GraylogNine alternatives
Better Stack, Datadog Log Management, Devo, Elastic Stack, Grafana Cloud Logs, Grafana Loki, New Relic Logs, Splunk, Sumo LogicPerplexity SonarDatadog Log ManagementGraylogChangedno first choiceElastic Stackagainst: Datadog Log Management, Splunkno first choiceagainst: Datadog Log Management, Elastic Stack, Grafana Loki, Site24x7, Splunk
Four alternatives
Coralogix, Elastic Stack, Graylog, ManageEngine Log360Six alternatives
Datadog Log Management, Elastic Stack, Grafana Loki, Microsoft Sentinel, Splunk, Sumo LogicNine alternatives
Coralogix, Datadog Log Management, Elastic Stack, Grafana Loki, Graylog, New Relic Logs, Parseable, Splunk, Sumo LogicFive alternatives
Better Stack, Grafana Loki, Graylog, OpenObserve, SolarWinds PapertrailGrok 4.20Datadog Log Managementagainst: SplunkElastic StackChangedagainst: Splunkno first choiceGraylogagainst: Datadog Log Management, Splunkno first choiceagainst: Elastic Stack, Splunkagainst: Datadog Log Management, Elastic Observability, Elastic Stack, Graylog, SolarWinds, Splunk
Four alternatives
Elastic Stack, ManageEngine EventLog Analyzer / Log360, New Relic Logs, Sumo LogicFive alternatives
Coralogix, Datadog Log Management, Grafana Loki, Prometheus, Sumo LogicSix alternatives
Amazon CloudWatch Logs, Coralogix, Datadog Log Management, Elastic Stack / OpenSearch, Logz.io, SplunkFive alternatives
Better Stack, Elastic Stack, ManageEngine EventLog Analyzer, OpenSearch, Sematext LogsFour alternatives
Datadog Log Management, Elastic Stack, Grafana Loki, OpenObserveMistral SmallDatadog Log Management, Graylogno first choiceChangedno first choiceBetter Stack, Grafana Lokino first choiceagainst: Datadog Log Management, Elastic Stack, Graylog, Splunk
Three alternatives
Better Stack, Coralogix, SplunkTwo alternatives
Axiom, SolarWinds PapertrailDeepSeek V4 FlashGrafana LokiGrafana Cloud Logs, Grafana LokiChangedagainst: Splunkno first choiceBetter Stackagainst: Datadog Log Management, Elastic Stack, Splunkno first choiceagainst: Datadog Log Management, Graylog, Logz.io, New Relic Logs, SolarWinds Papertrail, Splunk, Sumo Logic
Four alternatives
Datadog Log Management, Elastic Stack, Graylog, New Relic LogsFour alternatives
Coralogix, Datadog Log Management, Elastic Stack, GraylogFive alternatives
Grafana Loki, Graylog, OpenObserve, SigNoz, SolarWinds PapertrailLlama 4 MaverickDatadog Log ManagementDatadog Log ManagementHeldOpenObserveBetter Stack, Grafana Loki, SolarWinds Papertrailno first choiceagainst: Datadog Log Management, Splunk
Three alternatives
Coralogix, ManageEngine EventLog Analyzer, SplunkThree alternatives
Coralogix, Grafana Loki, GraylogQwen 3.7 FlashDatadog Log Managementagainst: SplunkDatadog Log Management, GraylogChangedagainst: SplunkDatadog Log Management, SplunkDatadog Log Management, SolarWinds Papertrailagainst: Splunkno first choiceagainst: Datadog Log Management, Elastic Stack, Splunk, Sumo Logic
Two alternatives
Coralogix, GraylogSix alternatives
Coralogix, Dynatrace, Elastic Stack, Grafana Loki, New Relic Logs, Sumo LogicThree alternatives
Grafana, Grafana Loki, LogglyFour alternatives
Datadog Log Management, New Relic Logs, Tenable, WizKimi K2Datadog Log ManagementGrafana Cloud LogsChangedagainst: Datadog Log Management, Elastic Stack, Splunkno first choiceGrafana Loki, OpenObserveagainst: Elastic StackDatadog Log Managementagainst: Microsoft Sentinel, Splunkagainst: Datadog Log Management, Elastic Stack, Splunk, Sumo Logic
Four alternatives
Grafana Loki, Logz.io, Sematext Logs, SolarWindsSeven alternatives
Datadog Log Management, Elastic Stack, Fluent Bit, Fluentd, Grafana Loki, Graylog, SplunkThree alternatives
Better Stack, Grafana Cloud Logs, GraylogThree alternatives
Elastic Stack, Grafana Loki, OpenObserveGLM 4.7 FlashXDatadog Log Managementagainst: SplunkDatadog Log ManagementHeldno first choiceGrafana Lokiagainst: Elastic Stack, Logmanagerno first choiceagainst: Elastic Stack, Logentries, Loggly
Six alternatives
Coralogix, Elastic Stack, Graylog, Logz.io, New Relic Logs, OpenObserveFour alternatives
Elastic Stack, Grafana Loki, Graylog, SplunkFive alternatives
Graylog, ManageEngine EventLog Analyzer, OpenSearch, PostHog, SolarWinds PapertrailMiniMax M2.5Graylog, SolarWindsCoralogix, GraylogChangedagainst: Datadog Log Managementno first choiceAxiom, Better StackDatadog Log Managementagainst: Elastic Stacknothing named
Two alternatives
Datadog Log Management, New Relic LogsOne alternative
Elastic StackThree alternatives
Coralogix, Grafana Cloud Logs, GraylogThree alternatives
Coralogix, Microsoft Sentinel, SplunkGPT-6 LunaDatadog Log ManagementDatadog Log ManagementHeldno first choiceGrafana Cloud Logsno first choiceagainst: Datadog Log Management, Grafana Cloud Logs, Self-managed Elastic/OpenSearch, Splunk
Two alternatives
Elastic Cloud Serverless, Sumo LogicOne alternative
Grafana Cloud LogsTwo alternatives
Better Stack, GraylogMuse Glimmer 30BCoralogix, Datadog Log Management, ManageEngine EventLog AnalyzerLogz.ioChangedagainst: Datadog Log Management, Elastic Stack, Graylog, Splunkno first choiceCISA Logging Made Easy - LME, Graylogno first choiceagainst: Datadog Log Management, Elastic Stack, Graylog, Splunk, Sumo Logic
Seven alternatives
Grafana Loki, Graylog, Logmanager, New Relic Logs, OpenObserve, SigNoz, SplunkThree alternatives
Graylog, Logmanager, OpenObserveEight alternatives
Amazon CloudWatch Logs, Datadog Log Management, Elastic Stack, Grafana, Grafana Loki, OpenSearch, Parseable, SplunkFive alternatives
Axiom, ELK Stack - Elasticsearch, Logstash, Kibana, Grafana Cloud Logs, Grafana Loki, SolarWinds PapertrailBold 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.
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 | 2026-11-01 16:33 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:29 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:38 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 19:28 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:07 | yes | 15 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:53 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:04 | yes | 19 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:57 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:01 | yes | 5 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:02 | yes | 13 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:43 | yes | 17 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:27 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:13 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:22 | yes | 13 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:05 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:10 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:51 | yes | 12 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:34 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:46 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:02 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:50 | yes | 15 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:55 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:58 | yes | 5 | 48 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:30 | yes | 14 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:54 | yes | 10 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:43 | yes | 9 | 86 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:00 | yes | 2 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:03 | yes | 15 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:20 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:09 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:15 | no | 0 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:17 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:03 | yes | 5 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:24 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:35 | yes | 19 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:50 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:16 | yes | 10 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:45 | yes | 20 | 51 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:52 | no | 0 | 19 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:48 | yes | 14 | 43 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:23 | yes | 8 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:15 | yes | 11 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:42 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:04 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:51 | yes | 8 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:38 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:19 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:16 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:47 | yes | 19 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:10 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:18 | yes | 9 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:14 | yes | 15 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:30 | yes | 19 | 70 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:53 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:45 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:45 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:25 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:53 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:06 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:53 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:24 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:49 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:29 | yes | 24 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:52 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:09 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:27 | yes | 14 | 81 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:11 | yes | 17 | 42 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:07 | yes | 5 | 25 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:08 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:03 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:46 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:08 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:49 | yes | 3 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:54 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:46 | yes | 8 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:11 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:17 | yes | 24 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:34 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:19 | yes | 10 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:09 | yes | 24 | 49 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:15 | yes | 24 | 27 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:09 | no | 0 | 11 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:01 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:22 | yes | 25 | 39 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
Azure Monitor read as Azure Monitor Logs
CloudWatch read as Amazon CloudWatch Logs
Cribl read as Cribl Stream
Datadog read as Datadog Log Management
ELK read as Elastic Stack
ELK (Elasticsearch/Logstash/Kibana) read as Elastic Stack
ELK Stack read as Elastic Stack
ELK Stack (Elasticsearch + Kibana + Beats) read as Elastic Stack
ELK Stack (Elasticsearch, Logstash, Kibana) read as Elastic Stack
ELK stack read as Elastic Stack
Elastic read as Elastic Stack
Elastic (ELK Stack / Elastic Cloud) read as Elastic Stack
Elastic (ELK Stack / Elastic Observability) read as Elastic Stack
Elastic (ELK) read as Elastic Stack
Elastic (Elasticsearch / Elastic Observability) read as Elastic Stack
Elastic Cloud read as Elastic Stack
Elasticsearch read as Elastic Stack
Elasticsearch (with ELK Stack: Elasticsearch, Logstash, Kibana) 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
Sematext read as Sematext Logs
Unresolved, counted raw
Better Stack Logtail
CISA Logging Made Easy - LME
Datadog HQ
ELK Stack - Elasticsearch, Logstash, Kibana
Elastic Cloud Serverless
Mezmo formerly LogDNA
Mezzo (formerly LogDNA)
Self-managed Elastic/OpenSearch
Discontinued, still offered
No shut-down product was recommended here.