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; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
17%
Contested · Datadog 15%
17New Relic15Datadog13Dynatrace56others
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
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 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.
For buyers
All twenty-one head-to-head pages: the top seven products, each against each
New Relic vs PagerDuty AIOpsNew Relic vs LogicMonitorNew Relic vs PagerDutyDatadog vs DynatraceDatadog vs BigPandaDatadog vs PagerDuty AIOpsDatadog vs LogicMonitorDatadog vs PagerDutyDynatrace vs BigPandaDynatrace vs PagerDuty AIOpsDynatrace vs LogicMonitorDynatrace vs PagerDutyBigPanda vs PagerDuty AIOpsBigPanda vs LogicMonitorBigPanda vs PagerDutyPagerDuty AIOps vs LogicMonitorPagerDuty AIOps vs PagerDutyLogicMonitor vs PagerDuty
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 →
01
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01New Relic17%
New Relic17%02Datadog15%
Datadog15%03Dynatrace13%
Dynatrace13%04BigPanda11%
BigPanda11%05PagerDuty AIOps6%
PagerDuty AIOps6%06LogicMonitor4%
LogicMonitor4%07PagerDuty2%
PagerDuty2%08Moogsoft0%
Moogsoft0%09Splunk0%
Splunk0%10ServiceNow 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 4.1 Fast, paraphrase prompt
Moogsoft22%
4 of 18 labels negative · 4 of 14 models · 1 hard negative
“Users report **stability issues** — the platform tends to go down under high load” DeepSeek V4 Flash, 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
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 | 17% | 629 | 14,800 | 843 | 83,276 | $412 | 89 | 6 |
| Datadog datadoghq.com | 15% | 585 | 74,000 | 3,541 | 159,408 | $633 | 120 | |
| Dynatrace dynatrace.com | 13% | 700 | 22,200 | 1,106 | 62,738 | $3,941 | 120 | |
| BigPanda bigpanda.io | 11% | 121 | 8,100 | 84 | 7,773 | $108 | 10 | |
| PagerDuty pagerduty.com PagerDuty AIOps 6%, PagerDuty 2% | 7% | 249 | 27,100 | 685 | 82,470 | $1,433 | 118 | |
| Atera atera.com | 6% | 341 | 18,100 | 260 | 87,774 | 120 | ||
| LogicMonitor logicmonitor.com | 4% | 138 | 5,400 | 236 | 82,441 | $1,636 | 31 | |
| Site24x7 site24x7.com | 4% | 214 | 1,300 | 61 | 174,542 | $522 | 120 | |
| Grafana Cloud grafana.com | 4% | 174 | 2,400 | 40 | 84,520 | 116 | ||
| Amazon aws.amazon.com Amazon Aurora 4% | 4% | 102 | 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 4.5PagerDutyagainst: Datadog, DynatraceBigPandaChangedDynatraceSite24x7no first choicenothing named
Three alternatives
BigPanda, LogicMonitor, New RelicThree 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, SplunkTwo alternatives
Dynatrace, ServiceNow Event Management / Predictive AIOpsFour alternatives
BMC Helix AIOps, BigPanda, IBM Cloud Pak for AIOps, Splunk AIOpsTwo alternatives
Datadog, New RelicGemini 3.5 FlashDatadog, LogicMonitoragainst: Dynatrace, IBM Turbonomic, SplunkRootlyChangedagainst: BigPanda, Opsgenieno first choiceKeep, New Relicagainst: 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, PagerDutyThree alternatives
AlertOps, Datadog Event Correlation & Watchdog AI, PagerDutyThree alternatives
Grafana Cloud, HolmesGPT, OpenObserveOne alternative
BigPandaPerplexity SonarNew Relicagainst: 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 RelicTwo alternatives
Coralogix, OpenObserveGrok 4.1 FastDatadogagainst: DynatraceDatadogHeldagainst: BigPanda, DynatraceDynatraceNew Relicagainst: Aterano first choiceagainst: BMC Helix AIOps, BigPanda, Datadog, Dell AIOps, Dynatrace, IBM, Moogsoft, New Relic, ServiceNow ITOM, Splunk ITSI
One alternative
New RelicSix alternatives
BigPanda, Datadog, New Relic, PagerDuty, ScienceLogic, SplunkFive alternatives
Elastic Observability, Grafana Cloud, Grafana Loki, OpenObserve, PrometheusMistral SmallDynatraceBigPanda, DynatraceChangedno first choiceAtera, New Relicagainst: PagerDuty AIOpsno first choicenothing named
Three alternatives
BigPanda, LogicMonitor, New RelicTwo alternatives
Moogsoft, Splunk IT Service IntelligenceTwo alternatives
Grafana Cloud, Site24x7DeepSeek V4 FlashLogicMonitor, New RelicPagerDuty AIOpsChangedDynatraceGrafana Cloudno first choiceagainst: BigPanda, Moogsoft, PagerDuty, ServiceNow IT Operations Management
Three alternatives
BigPanda, Freshservice, PagerDutyThree alternatives
BigPanda, Datadog Watchdog, ManageEngineEight alternatives
BigPanda, Datadog, IBM, Moogsoft, New Relic, PagerDuty, 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, PagerDutyFour alternatives
BigPanda, Moogsoft, PagerDuty, Splunk ITSITwo alternatives
Prometheus + Grafana, Site24x7Kimi K2New Relicagainst: 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, RespanSeven alternatives
BigPanda, Datadog, Dynatrace, Motadata ObserveOps, New Relic, OpManager Nexus, ServiceNow ITOMGLM 4.7 FlashXDynatraceDatadog Event ManagementChangedDynatraceAmazon Aurora, New Relicagainst: BigPanda, Datadog, Dynatraceno first choiceagainst: FireHydrant, Opsgenie, PagerDuty AIOps, ServiceNow IT Operations Management (ITOM) AIOps
Four alternatives
Datadog, Freshservice, ManageEngine OpManager Nexus, New RelicThree 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 RelicDatadogChangedno first choiceGrafana Cloudagainst: Dynatraceno first choicenothing named
One alternative
DynatraceThree alternatives
Moogsoft, New Relic, Site24x7One alternative
FitGapGPT-6 LunaDatadogPagerDuty AIOpsChangedDatadog, Dynatraceagainst: IBMKeepagainst: Grafana Cloudno first choiceagainst: Moogsoft, PagerDuty AIOps, ServiceNow ITOM AIOps
Two alternatives
Dynatrace, New RelicThree alternatives
BigPanda, Datadog Event Management, ServiceNow Event ManagementSix alternatives
BigPanda, IBM Concert Operate, New Relic, PagerDuty AIOps, ServiceNow Predictive AIOps, SplunkOne alternative
Site24x7Muse Glimmer 30BDatadog, Dynatrace, New RelicBigPandaChangedDynatraceAmazon Aurora, OpenObserveno first choiceagainst: Datadog, OpManager Nexus, ScienceLogic AI Platform, ServiceNow IT Operations Management, ITOM, Sumo Logic Observability / AIOps
One alternative
FreshserviceTwo alternatives
Datadog Watchdog, MoogsoftEight alternatives
BigPanda, Datadog, Elastic Observability, IBM Instana, Moogsoft, New Relic, 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. 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 | 2026-10-04 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 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
Motadata read as Motadata ObserveOps
PagerDuty AIOps / Signal Intelligence read as PagerDuty AIOps
ServiceNow read as ServiceNow ITOM
Unresolved, counted raw
AppDynamics Cognition Engine
BMC Helix Operations Management
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
IBM Concert Operate
Kubewatch
LogicMonitor Event Intelligence
ManageEngine’s Somanet (part of OpManager)
New Relic Applied Intelligence
OpenText OPTIC
PagerDuty Event Intelligence
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.
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