AIOps platforms
Asked as “AIOps platform”, and as “IT event correlation and noise reduction tool”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026.
Standing · first-choice share
17%
Contested · Datadog 15%
17New Relic Applied Intelligence15Datadog13Dynatrace56others
17% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01New Relic Applied Intelligence17%3%37accepted challengernewNew since September 2026: not ranked then, 17% now.
Show the three products at 0%, ordered by negative rate
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. 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 fifteen head-to-head pages: the top six products, each against each
New Relic Applied Intelligence vs PagerDuty AIOpsNew Relic Applied Intelligence vs LogicMonitorDatadog vs DynatraceDatadog vs BigPandaDatadog vs PagerDuty AIOpsDatadog vs LogicMonitorDynatrace vs BigPandaDynatrace vs PagerDuty AIOpsDynatrace vs LogicMonitorBigPanda vs PagerDuty AIOpsBigPanda vs LogicMonitorPagerDuty AIOps vs LogicMonitor
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 →
N01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01New Relic Applied Intelligence17%
02Datadog15%
Datadog15%03Dynatrace13%
Dynatrace13%04BigPanda11%
BigPanda11%05PagerDuty AIOps7%
PagerDuty AIOps7%06LogicMonitor4%
LogicMonitor4%07Moogsoft0%
Moogsoft0%08Splunk0%
Splunk0%09ServiceNow ITOM0%
ServiceNow ITOM0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, 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.
Dynatrace27%
13 of 49 labels negative · 9 of 14 models · 1 hard negative
“Platforms to Avoid (For Now) ... Dynatrace is exceptionally precise, but its premium pricing and complex configuration require dedicated platform engineering teams” Gemini 3.5 Flash, direct prompt
Datadog15%
6 of 40 labels negative · 6 of 14 models · 1 hard negative
“not recommended for a strict budget” GLM 4.7 FlashX, budget prompt
BigPanda15%
7 of 47 labels negative · 5 of 14 models
“Avoids the high custom pricing of specialists like BigPanda ($6K+/year base, often $60K+ first year for mid setups)” Grok 4.20, paraphrase prompt
ServiceNow ITOM43%
6 of 14 labels negative · 5 of 14 models
“Strong when ITSM is already central, but some evaluations note the need for mature CMDB/workflow discipline and the risk of duplication” Perplexity Sonar, 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
76 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. 982 links across 227 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Motadata53 answers · 58 citations · 12 models
vendor site · G233 answers · 55 citations · 13 models
vendor site · Guideflow30 answers · 30 citations · 10 models
vendor site · Coralogix27 answers · 27 citations · 9 models
vendor site · OpenObserve21 answers · 27 citations · 9 models
vendor site · New Relic19 answers · 28 citations · 10 models
vendor site · Zapier18 answers · 18 citations · 9 models
vendor site · LogicMonitor17 answers · 24 citations · 9 models
16 answers · 23 citations · 9 models
16 answers · 16 citations · 8 models
vendor site · Moveworks15 answers · 20 citations · 9 models
vendor site · G215 answers · 17 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.
51 answers · 10 models
31 answers · 13 models
29 answers · 10 models
27 answers · 9 models
21 answers · 9 models
18 answers · 9 models
16 answers · 8 models
15 answers · 7 models
15 answers · 9 models
14 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 “aiops platform”, “aiops platforms”, “best aiops platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| New Relic newrelic.com New Relic Applied Intelligence 17% | 17% | 118 | 14,800 | 843 | 83,276 company | $412 | 89 | 6 |
| Datadog datadoghq.com | 15% | 590 | 74,000 | 3,541 | 159,408 | $633 | 120 | |
| Dynatrace dynatrace.com | 13% | 676 | 22,200 | 1,106 | 62,738 | $3,941 | 120 | |
| BigPanda bigpanda.io | 11% | 127 | 8,100 | 84 | 7,773 | $108 | 10 | |
| PagerDuty AIOps pagerduty.com | 7% | 89 | 110 | 1 | 82,470 | $1,433 | 118 | |
| Atera atera.com | 6% | 332 | 18,100 | 260 | 87,774 | 120 | ||
| LogicMonitor logicmonitor.com | 4% | 184 | 5,400 | 236 | 82,441 | $1,636 | 31 | |
| Site24x7 site24x7.com | 4% | 304 | 1,300 | 61 | 174,542 | $522 | 120 | |
| Grafana Cloud grafana.com | 4% | 183 | 2,400 | 40 | 84,520 | 116 | ||
| Amazon aws.amazon.com Amazon Aurora 4% | 4% | 113 | 151,000,000 | 1,380,939 | 9,238,321 | $20,476 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (g2.com, learn.g2.com, newrelic.com). The first result for “aiops platform” is thectoclub.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 AIOps platform for a mid-market B2B company?”Paraphrase“Which IT event correlation and noise reduction tool would you recommend to a mid-sized B2B company?”Comparative“What are the top AIOps platforms and how do they differ?”Budget-constrained“What is the best AIOps platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an AIOps platform. What should we look at?”Negative“Which AIOps platforms should I avoid or be cautious about?”
Claude Haiku 4.5PagerDuty AIOpsagainst: Datadog, DynatraceBigPandaChangedDynatraceSite24x7no first choicenothing named
Three alternatives
BigPanda, LogicMonitor, New Relic Applied IntelligenceThree alternatives
Datadog Event Management, LogicMonitor Event Intelligence, ManageEngine OpManagerFour alternatives
BigPanda, Datadog, OpenObserve, Splunk ITSIFour alternatives
Atera, BigPanda, LogicMonitor, OpenObserveGPT-5.4 miniDynatracePagerDuty AIOpsChangedDatadog, DynatraceAteraagainst: Dynatrace, ServiceNow ITOMno first choicenothing named
Three alternatives
Datadog, New Relic Applied Intelligence, SplunkTwo alternatives
Dynatrace, ServiceNow Event Management / Predictive AIOpsFour alternatives
BMC Helix AIOps, BigPanda, IBM Cloud Pak for AIOps, Splunk AIOpsTwo alternatives
Datadog, New Relic Applied IntelligenceGemini 3.5 FlashDatadog, LogicMonitoragainst: Dynatrace, IBM Turbonomic, SplunkRootlyChangedagainst: BigPanda, Opsgenieno first choiceKeep, New Relic Applied Intelligenceagainst: BigPanda, Dynatrace, Splunkno first choiceagainst: AppDynamics, BMC Helix Operations Management, Broadcom DX Operational Intelligence, Datadog, Dell APEX AIOps, OpenText OPTIC, Splunk IT Service Intelligence
Two alternatives
New Relic Applied Intelligence, PagerDuty AIOpsThree alternatives
AlertOps, Datadog Event Correlation & Watchdog AI, PagerDuty AIOpsThree alternatives
Grafana Cloud, HolmesGPT, OpenObserveOne alternative
BigPandaPerplexity SonarNew Relic Applied Intelligenceagainst: Dynatrace, ServiceNow ITOMBigPandaChangedno first choiceAtera, Freshserviceno first choiceagainst: Dynatrace, IBM Cloud Pak for AIOps, Moogsoft, ServiceNow ITOM, Splunk ITSI
One alternative
CoralogixTwo alternatives
ManageEngine OpManager, New Relic Applied IntelligenceTwo alternatives
Coralogix, OpenObserveGrok 4.20Datadogagainst: DynatraceDatadogHeldagainst: BigPanda, DynatraceDynatraceNew Relic Applied Intelligenceagainst: Aterano first choiceagainst: BMC Helix AIOps, BigPanda, Datadog, Dell AIOps, Dynatrace, IBM, Moogsoft, New Relic Applied Intelligence, ServiceNow ITOM, Splunk ITSI
One alternative
New Relic Applied IntelligenceSix alternatives
BigPanda, Datadog, New Relic Applied Intelligence, PagerDuty AIOps, ScienceLogic SL1, SplunkFive alternatives
Elastic Observability, Grafana Cloud, Grafana Loki, OpenObserve, PrometheusMistral SmallDynatraceBigPanda, DynatraceChangedno first choiceAtera, New Relic Applied Intelligenceagainst: PagerDuty AIOpsno first choicenothing named
Three alternatives
BigPanda, LogicMonitor, New Relic Applied IntelligenceTwo alternatives
Moogsoft, Splunk IT Service IntelligenceTwo alternatives
Grafana Cloud, Site24x7DeepSeek V4 FlashLogicMonitor, New Relic Applied IntelligencePagerDuty AIOpsChangedDynatraceGrafana Cloudno first choiceagainst: BigPanda, Moogsoft, PagerDuty AIOps, ServiceNow IT Operations Management
Three alternatives
BigPanda, Freshservice, PagerDuty AIOpsThree alternatives
BigPanda, Datadog Watchdog, ManageEngineEight alternatives
BigPanda, Datadog, IBM, Moogsoft, New Relic Applied Intelligence, PagerDuty AIOps, ServiceNow ITOM, Splunk ITSIOne alternative
NetAILlama 4 MaverickDynatraceno first choiceChangedno first choiceElastic Observability, Site24x7no first choicenothing named
Qwen 3.7 FlashDynatraceBigPandaChangedagainst: BMC Helix AIOps, IBM WatsonDynatraceManageEngine’s Somanetagainst: Datadog, Splunkno first choiceagainst: BigPanda, Cisco Observability, Dynatrace, ServiceNow IT Operations Management
Five alternatives
BigPanda, Datadog, Elastic Observability, Grafana Cloud, OpenTelemetryTwo alternatives
Dynatrace, PagerDuty AIOpsFour alternatives
BigPanda, Moogsoft, PagerDuty AIOps, Splunk ITSITwo alternatives
Prometheus + Grafana, Site24x7Kimi K2New Relic Applied Intelligenceagainst: DynatraceBigPanda, DatadogChangedno first choiceNetAIno first choiceagainst: ServiceNow IT Operations Management, Splunk IT Service Intelligence
Two alternatives
Datadog, LogicMonitorThree alternatives
Moogsoft, Splunk IT Service Intelligence, incident.ioFour alternatives
Dynatrace, Elastic Observability, New Relic Applied Intelligence, RespanSeven alternatives
BigPanda, Datadog, Dynatrace, Motadata ObserveOps, New Relic Applied Intelligence, OpManager Nexus, ServiceNow ITOMGLM 4.7 FlashXDynatraceDatadog Event ManagementChangedDynatraceAmazon Aurora, New Relic Applied Intelligenceagainst: BigPanda, Datadog, Dynatraceno first choiceagainst: FireHydrant, Opsgenie, PagerDuty AIOps, ServiceNow IT Operations Management (ITOM) AIOps
Four alternatives
Datadog, Freshservice, ManageEngine OpManager, New Relic Applied IntelligenceThree alternatives
New Relic AIOps, PagerDuty AIOps, Splunk IT Service IntelligenceSix alternatives
BigPanda, Datadog, Moogsoft, PagerDuty Ops Cloud, ServiceNow ITOM, Splunk ITSISix alternatives
Atera, Grafana Cloud, OpenObserve, OpenTelemetry, Prometheus, Site24x7MiniMax M2.5Datadog, New Relic Applied IntelligenceDatadogChangedno first choiceGrafana Cloudagainst: Dynatraceno first choicenothing named
One alternative
DynatraceThree alternatives
Moogsoft, New Relic Applied Intelligence, Site24x7One alternative
FitGapGPT-6 LunaDatadogPagerDuty AIOpsChangedDatadog, Dynatraceagainst: IBMKeepagainst: Grafana Cloudno first choiceagainst: Moogsoft, PagerDuty AIOps, ServiceNow ITOM
Two alternatives
Dynatrace, New Relic Applied IntelligenceThree alternatives
BigPanda, Datadog Event Management, ServiceNow Event ManagementSix alternatives
BigPanda, IBM Concert Operate, New Relic Applied Intelligence, PagerDuty AIOps, ServiceNow ITOM, SplunkOne alternative
Site24x7Muse Glimmer 30BDatadog, Dynatrace, New Relic Applied IntelligenceBigPandaChangedDynatraceAmazon Aurora, OpenObserveno first choiceagainst: Datadog, OpManager Nexus, ScienceLogic AI Platform, ServiceNow ITOM, Sumo Logic Observability / AIOps
One alternative
FreshserviceTwo alternatives
Datadog Watchdog, MoogsoftNine alternatives
BigPanda, Cisco Splunk, Datadog, Elastic Observability, IBM Instana, Moogsoft, New Relic Applied Intelligence, ServiceNow IT Operations Management, SplunkTwo alternatives
Atera, NetAIThree alternatives
BigPanda, Datadog, DynatraceBold 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 | 2026-10-04 22:40 | yes | 13 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:54 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:09 | yes | 13 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:41 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 01:40 | yes | 20 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:59 | yes | 9 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:39 | yes | 19 | 40 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:32 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:21 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:55 | yes | 17 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:50 | yes | 12 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:43 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:27 | yes | 5 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:09 | yes | 11 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:53 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:56 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:55 | yes | 11 | 32 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:07 | yes | 18 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-04 23:32 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:29 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:48 | yes | 23 | 40 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:56 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:02 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:07 | yes | 25 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:54 | yes | 24 | 74 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:34 | yes | 13 | 45 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:57 | yes | 5 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:53 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:07 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:00 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:08 | yes | 19 | 35 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:23 | yes | 17 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-04 23:13 | yes | 23 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:28 | yes | 7 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:00 | yes | 19 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:27 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:28 | yes | 17 | 70 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:40 | yes | 14 | 21 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:59 | yes | 21 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:06 | yes | 14 | 43 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:27 | yes | 9 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:54 | yes | 15 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:36 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:23 | yes | 3 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:00 | yes | 19 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:13 | yes | 18 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 01:21 | yes | 22 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:41 | yes | 11 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:56 | yes | 21 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:30 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:40 | no | 0 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:02 | yes | 10 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:45 | yes | 22 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:54 | yes | 5 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:54 | yes | 3 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:34 | yes | 14 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:39 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:44 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:47 | yes | 9 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:43 | yes | 16 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 00:41 | yes | 18 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:53 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:57 | yes | 15 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:28 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:33 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:01 | yes | 14 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:06 | yes | 10 | 67 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:19 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:27 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:57 | yes | 12 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:05 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:04 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:23 | yes | 28 | 34 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:21 | yes | 20 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-04 22:43 | yes | 19 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:23 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:59 | yes | 22 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:55 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:47 | yes | 8 | 46 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:25 | yes | 24 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:11 | yes | 15 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:29 | yes | 5 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:43 | yes | 4 | 35 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:51 | yes | 23 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
BMC Helix read as BMC Helix AIOps
Elastic read as Elastic Observability
Elastic Cloud read as Elastic Observability
Grafana read as Grafana Cloud
IBM Watson AIOps read as IBM Cloud Pak for AIOps
ManageEngine OpManager Nexus read as ManageEngine OpManager
Motadata read as Motadata ObserveOps
New Relic read as New Relic Applied Intelligence
PagerDuty read as PagerDuty AIOps
PagerDuty AIOps / Signal Intelligence read as PagerDuty AIOps
ScienceLogic read as ScienceLogic SL1
ServiceNow read as ServiceNow ITOM
ServiceNow IT Operations Management / ITOM read as ServiceNow ITOM
ServiceNow ITOM AIOps read as ServiceNow ITOM
ServiceNow Predictive AIOps read as ServiceNow ITOM
Unresolved, counted raw
AppDynamics Cognition Engine
Broadcom DX Operational Intelligence
Cisco Observability (formerly AppDynamics/Cisco AI Ops)
Datadog Event Correlation & Watchdog AI
Dell AIOps
Dynatrace's Davis causal AI
Grafana ML Plugin
Kubewatch
LogicMonitor Event Intelligence
ManageEngine’s Somanet (part of OpManager)
OpenText OPTIC
PagerDuty Ops Cloud
ServiceNow Event Management
ServiceNow Event Management / Predictive AIOps
ServiceNow IT Operations Management (ITOM) AIOps
Sherlocks AI
Sumo Logic Observability / AIOps
Discontinued, still offered
No shut-down product was recommended here.