Log management for small business buyers
Asked as “log management platform”, and as “centralized logging tool”, on behalf of a small B2B company. 68 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
32%
Contested · Graylog 13%
32Better Stack13Graylog12Grafana Loki43others
32% of first choices, contested.
Since September 2026▼−2Since September 2026: 34% → 32%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Better Stack held the lead, −2 points on 34%, 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.This pageMid-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.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.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Better Stack32%2%50endorsed leader▼−2Since September 2026: 34% → 32%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.34% → 32%
Better Stack32%2%50endorsed leader▼−2Since September 2026: 34% → 32%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.34% → 32%02
Graylog13%19%48accepted challenger▲+11Since September 2026: 4% → 15%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.4% → 15%
Graylog13%19%48accepted challenger▲+11Since September 2026: 4% → 15%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.4% → 15%03
Grafana Loki12%8%37accepted challenger▼−5Since September 2026: 17% → 12%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 12%
Grafana Loki12%8%37accepted challenger▼−5Since September 2026: 17% → 12%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 12%04Datadog Log Management9%52%66criticized challenger▲+4Since September 2026: 6% → 10%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 10%
Datadog Log Management9%52%66criticized challenger▲+4Since September 2026: 6% → 10%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 10%05
SolarWinds Papertrail7%0%29accepted challenger▼−10Since September 2026: 15% → 5%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 5%
SolarWinds Papertrail7%0%29accepted challenger▼−10Since September 2026: 15% → 5%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 5%06
New Relic Logs3%17%23accepted challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 3%
New Relic Logs3%17%23accepted challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 3%07
Elastic Stack3%50%46criticized challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 3%
Elastic Stack3%50%46criticized challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 3%08
Grafana Cloud1%0%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Grafana Cloud1%0%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%09
SigNoz1%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
SigNoz1%0%10accepted 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 two products at 0%, ordered by negative rate
11Splunk0%77%44criticized 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%77%44criticized 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
OpenObserve0%0%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
OpenObserve0%0%16accepted 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Better Stack32%
Better Stack32%02Graylog13%
Graylog13%03Grafana Loki12%
Grafana Loki12%04Datadog Log Management9%
Datadog Log Management9%05SolarWinds Papertrail7%
SolarWinds Papertrail7%06New Relic Logs3%
New Relic Logs3%07Elastic Stack3%
Elastic Stack3%08Grafana Cloud1%
Grafana Cloud1%09SigNoz1%
SigNoz1%10OpenObserve0%
OpenObserve0%11Splunk0%
Splunk0%What they warned about
Four 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, Llama 4 Maverick, Kimi K2, 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.
Splunk77%
34 of 44 labels negative · 14 of 14 models · 18 hard negative
“Why Avoid:** The implementation often requires a dedicated sales cycle and significant upfront commitment... the price-to-performance ratio is usually poor for a small team.” Qwen 3.7 Flash, negative prompt
Datadog Log Management52%
34 of 66 labels negative · 14 of 14 models · 12 hard negative
“Datadog's pricing is notoriously complex and expensive, especially for logs... generally overkill for a small business.” Muse Glimmer 30B, negative prompt
Elastic Stack50%
23 of 46 labels negative · 11 of 14 models · 9 hard negative
“AI analyses warn SMBs against self-hosting due to operational complexity, scaling issues, and hidden costs” Grok 4.1 Fast, negative prompt
Graylog19%
9 of 48 labels negative · 8 of 14 models · 4 hard negative
“**Why to avoid**: Can become costly as your needs grow; complexity without proportional value for small operations” MiniMax M2.5, 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. 1024 links across 173 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 · OpenObserve43 answers · 54 citations · 12 models
vendor site · Middleware.io36 answers · 42 citations · 11 models
vendor site · FitGap35 answers · 50 citations · 11 models
vendor site · Better Stack25 answers · 48 citations · 11 models
25 answers · 25 citations · 10 models
vendor site · Cribl24 answers · 33 citations · 11 models
24 answers · 24 citations · 10 models
vendor site · Logmanager23 answers · 29 citations · 12 models
vendor site · G220 answers · 30 citations · 10 models
vendor site · G220 answers · 20 citations · 10 models
19 answers · 24 citations · 9 models
vendor site · Dash019 answers · 23 citations · 9 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.
39 answers · 12 models
29 answers · 8 models
26 answers · 10 models
25 answers · 10 models
24 answers · 10 models
18 answers · 10 models
18 answers · 10 models
17 answers · 10 models
16 answers · 9 models
15 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 |
|---|---|---|---|---|---|---|---|---|
| Better Stack betterstack.com | 32% | 285 | 1,600 | 1,017 | 41,811 | 119 | ||
| Grafana Loki grafana.com Grafana Loki 12%, Grafana Cloud Logs 3%, Grafana Cloud 1%, Grafana Loki via Grafana Cloud's free tier 1% | 18% | 174 | 2,400 | 40 | 84,520 | 116 | ||
| Graylog graylog.org | 13% | 127 | 3,600 | 146 | 12,269 | 3 | ||
| Datadog parent site Datadog Log Management 9% | 9% | 173 | 74,000 | 3,541 | ||||
| SolarWinds papertrail.com SolarWinds Papertrail 7% | 7% | 35 | 14,800 | 1,396 | 8,175 | |||
| New Relic newrelic.com New Relic Logs 3% | 3% | 59 | 14,800 | 843 | 83,276 company | $412 | 89 | |
| Axiom axiom.co | 3% | 19 | 165,000 | 7,921 | 19,128 | 7 | ||
| Loggly loggly.com | 3% | 9 | 480 | 5 | 10,559 | 1 | 6 | |
| Better Stack Logs | 3% | |||||||
| Elastic elastic.co Elastic Stack 3% | 3% | 135 | 74,000 | 34,672 | 208,306 company | 105 | 8 |
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 small B2B company?”Paraphrase“Which centralized logging tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top log management platforms for a small team and how do they differ?”Budget-constrained“What is the best log management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a log management platform. What should we look at?”Negative“Which log management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceagainst: Datadog Log Management, SplunkDatadog Log Management, Grafana LokiChangedagainst: Elastic Stack, SplunkBetter StackBetter Stack, Sematextagainst: Graylogno first choiceagainst: Amazon CloudWatch Logs, Datadog Log Management, Dynatrace, Splunk
One alternative
New Relic LogsFour alternatives
Graylog, New Relic Logs, OpenObserve, SolarWinds PapertrailTwo alternatives
New Relic Logs, SolarWinds PapertrailGPT-5.4 miniGrafana Cloud Logsagainst: SplunkGraylogChangedDatadog Log Managementagainst: Elastic StackGrafana Loki via Grafana Cloud's free tierno first choiceagainst: Datadog Log Management, New Relic Logs, Splunk
One alternative
LogglyOne alternative
Datadog Log ManagementFour alternatives
Elastic Observability, Elastic Stack, Google Cloud Observability / Cloud Logging, Grafana LokiTwo alternatives
Self-hosted Loki, SematextGemini 3.5 FlashBetter Stackagainst: Datadog Log Management, Elastic Stack, SplunkBetter StackHeldagainst: Datadog Log Management, Elastic Stack, SplunkBetter Stackagainst: Elastic StackAxiom, New Relic Logsagainst: Elastic Stack, SplunkAxiom, Better Stackagainst: Datadog Log Management, Elastic Stack, OpenSearchagainst: Datadog Log Management, Dynatrace, Elastic Stack, Grafana Loki, New Relic Logs, Self-hosted Graylog, Splunk
Three alternatives
Axiom, Grafana Cloud, SentryTwo alternatives
Grafana Cloud Logs, OpenObserveFive alternatives
Axiom, Grafana Loki, New Relic Logs, OpenObserve, ParseableFive alternatives
Better Stack, Grafana Cloud, Grafana Loki, OpenObserve, ParseableThree alternatives
New Relic Logs, OpenObserve, SigNozPerplexity SonarBetter Stackagainst: GraylogGrafana LokiChangedagainst: Datadog Log ManagementBetter Stack, SolarWinds Papertrailagainst: Datadog Log ManagementBetter Stackno first choiceagainst: Datadog Log Management, Graylog, SolarWinds, Splunk, self-hosted Elastic (ELK) / OpenSearch
Three alternatives
Coralogix, Sematext, SolarWinds PapertrailFour alternatives
CISA Logging Made Easy, Graylog, Loggly, SolarWinds PapertrailTwo alternatives
Logmanager, New Relic LogsTwo alternatives
Grafana Loki, GraylogGrok 4.1 FastDatadog Log Managementagainst: SplunkSolarWinds PapertrailChangedBetter Stack, Grafana LokiGraylogagainst: Datadog Log Management, New Relic LogsDatadog Log Managementagainst: Elastic Stack, Splunkagainst: Datadog Log Management, Elastic Stack, Graylog, OpenSearch, SolarWinds, Splunk
Four alternatives
Elastic Stack, Grafana Loki, Graylog, New Relic LogsFour alternatives
Better Stack, Graylog, ManageEngine EventLog Analyzer, Sematext LogsFour alternatives
Datadog Log Management, Graylog, ManageEngine EventLog Analyzer, SigNozFour alternatives
Better Stack, Elastic Stack, Grafana Cloud, Grafana LokiThree alternatives
Grafana Loki, OpenObserve, Sumo LogicMistral SmallGraylogBetter StackChangedBetter StackGrafana Loki, Graylogno first choiceagainst: Datadog Log Management, Elastic Stack, Graylog, OpenSearch, SolarWinds, Splunk
Three alternatives
Coralogix, Datadog Log Management, Elastic StackOne alternative
GraylogFive alternatives
Elastic Stack, Grafana Loki, Logmanager, New Relic Logs, SolarWinds PapertrailOne alternative
Elastic StackDeepSeek V4 FlashBetter Stackagainst: Datadog Log Management, Graylog, SplunkBetter StackHeldAxiom, Better Stack, SigNozagainst: Datadog Log Management, Elastic StackGrafana Loki, SolarWinds Papertrailagainst: Datadog Log Management, Splunk, Sumo LogicBetter Stack, Grafana Loki, SigNozagainst: Datadog Log Management, Elastic Stack, Splunk, Sumo Logic
Two alternatives
Grafana Loki, SigNozOne alternative
GraylogTwo alternatives
Grafana Loki, SolarWinds PapertrailThree alternatives
Better Stack, OpenObserve, SigNozOne alternative
Datadog Log ManagementLlama 4 MaverickGraylogBetter StackChangedno first choiceDatadog Log Managementno first choiceagainst: Datadog Log Management, Elastic Stack, Graylog, SolarWinds, Splunk
Three alternatives
Coralogix, Datadog Log Management, OpenObserveTwo alternatives
Motadata ObserveOps, OpenObserveQwen 3.7 FlashBetter Stackagainst: Datadog Log ManagementBetter StackHeldagainst: Datadog Log Management, Grafana LokiDatadog Log Management, SolarWinds PapertrailBetter Stackagainst: Datadog Log ManagementBetter Stack, Honeycomb, Sentryagainst: Elastic Stack, Grafana Loki, Graylogagainst: Datadog Log Management, Elastic Stack, Splunk
Two alternatives
Graylog, SolarWinds PapertrailOne alternative
MezmoTwo alternatives
Better Stack, GraylogThree alternatives
OpenObserve, Sematext, SolarWinds PapertrailTwo alternatives
Datadog Log Management, New Relic LogsKimi K2Better Stack Logs, GraylogBetter StackChangedagainst: Datadog Log Management, Elastic Stack, SplunkBetter Stackagainst: Datadog Log Management, SplunkGrafana Lokiagainst: Datadog Log Management, Elastic Stack, SplunkBetter Stack, SolarWinds Papertrailagainst: Elastic Stackagainst: Datadog Log Management, Dynatrace, Elastic Stack, New Relic Logs, Splunk, Sumo Logic
Two alternatives
Datadog Log Management, SolarWinds PapertrailOne alternative
Grafana LokiFive alternatives
Grafana Loki, Graylog, Logz.io, Sematext, SolarWinds PapertrailThree alternatives
Grafana Cloud, Graylog, SematextTwo alternatives
Datadog Log Management, New Relic LogsGLM 4.7 FlashXBetter Stack, Logglyagainst: Datadog Log ManagementGraylogChangedagainst: Datadog Log Management, SplunkBetter Stack, SolarWinds Papertrailagainst: SplunkGrafana LokiDatadog Log Management, Elastic Stack, New Relic Logsagainst: Splunkagainst: Datadog Log Management, Splunk
Two alternatives
Grafana Loki, GraylogTwo alternatives
Elastic Stack, OpenSearchFive alternatives
Axiom, Coralogix, Datadog Log Management, Grafana Cloud Loki, Logz.ioThree alternatives
Dash0, Elastic Stack, GraylogMiniMax M2.5Graylogagainst: SplunkGraylogHeldBetter Stack, Grafana Cloudagainst: SplunkDatadog Log Management, Elastic Stack, LogglyBetter Stack, Grafana Cloudagainst: Datadog Log Management, Elastic Stack, Graylog, OpenSearch, SolarWinds, Splunk
One alternative
LogmanagerFour alternatives
Elastic Stack, Grafana Loki, Loggly, Sumo LogicThree alternatives
Graylog, Logmanager, SolarWinds PapertrailTwo alternatives
Grafana Loki, GraylogThree alternatives
Datadog Log Management, Grafana Loki, SigNozGPT-6 LunaBetter Stackagainst: Datadog Log ManagementBetter Stack LogsChangedBetter StackGrafana Cloud Logsno first choiceagainst: Better Stack, Datadog Log Management, Google Cloud Logging, Self-managed Elastic/ELK, Splunk
One alternative
Grafana CloudTwo alternatives
Datadog Log Management, Grafana CloudThree alternatives
Datadog Log Management, Elastic Stack, Grafana CloudOne alternative
Better StackThree alternatives
Better Stack, Datadog Log Management, Grafana CloudMuse Glimmer 30BBetter Stack, SolarWinds Papertrailagainst: Datadog Log ManagementBetter StackChangedagainst: Elastic Stack, SplunkBetter Stack, SolarWinds Papertrailagainst: Elastic Stack, SplunkGrafana Loki, SolarWinds Papertrailno first choiceagainst: Datadog Log Management, Self-managed Elastic Stack / ELK, Splunk
Two alternatives
Elastic Stack, GraylogTwo alternatives
Grafana Loki, GraylogThree alternatives
Datadog Log Management, Graylog, OpenObserveFour alternatives
Better Stack, Graylog, 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 08:01 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:28 | yes | 3 | 3 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:19 | yes | 13 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:07 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:03 | yes | 20 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:33 | yes | 9 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:20 | yes | 21 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:07 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:34 | yes | 9 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:27 | yes | 13 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:31 | yes | 24 | 190 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:58 | yes | 5 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:37 | yes | 3 | 9 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:23 | yes | 15 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:09 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:33 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:47 | yes | 22 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:09 | yes | 19 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:40 | yes | 25 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:18 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:57 | yes | 22 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:58 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:20 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:22 | yes | 19 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:19 | yes | 24 | 94 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:34 | no | 0 | 59 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:40 | yes | 3 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:44 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:49 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:29 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:29 | yes | 23 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:28 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:47 | yes | 22 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:24 | yes | 12 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:23 | yes | 24 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:46 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:52 | yes | 10 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:12 | yes | 19 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:38 | yes | 13 | 105 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:46 | yes | 22 | 43 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:03 | yes | 4 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:55 | yes | 13 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:31 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:04 | yes | 4 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:12 | yes | 25 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:13 | yes | 22 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:26 | yes | 20 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:28 | yes | 10 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:06 | yes | 23 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:59 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:58 | yes | 8 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:29 | yes | 15 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:16 | yes | 22 | 76 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:54 | no | 0 | 7 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:45 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:45 | yes | 12 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:30 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:16 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:05 | yes | 9 | 36 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:02 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:52 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:39 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:56 | yes | 16 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:15 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:09 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:01 | yes | 14 | 15 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:44 | yes | 8 | 261 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:46 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:14 | yes | 4 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:18 | no | 0 | 4 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:46 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:02 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:27 | yes | 12 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:21 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:08 | yes | 24 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:42 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:37 | yes | 24 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:45 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:42 | yes | 25 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:35 | yes | 25 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:15 | yes | 23 | 167 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:07 | yes | 14 | 39 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:39 | yes | 5 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:57 | yes | 24 | 41 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
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 (Elastic) 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) read as Elastic Stack
Elastic Cloud read as Elastic Stack
Elasticsearch read as Elastic Stack
Elasticsearch (Self-Managed) read as Elastic Stack
Motadata read as Motadata ObserveOps
New Relic read as New Relic Logs
The ELK Stack read as Elastic Stack
Unresolved, counted raw
CISA Logging Made Easy
CISA's Logging Made Easy
Elastic Serverless
Google Cloud Observability / Cloud Logging
Grafana Cloud Loki
Grafana Loki via Grafana Cloud's free tier
Logentries
Self-hosted Graylog
Self-hosted Loki
Self-managed Elastic Stack / ELK
Self-managed Elastic/ELK
Sematext Logs
self-hosted Elastic (ELK) / OpenSearch
Discontinued, still offered
No shut-down product was recommended here.