AIOps platforms for enterprise buyers
Asked as “AIOps platform”, and as “IT event correlation and noise reduction tool”, on behalf of an enterprise B2B company. 46 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
39%
Contested · BigPanda 28%
39Dynatrace28BigPanda09Coralogix24others
39% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
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
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Dynatrace39%
Dynatrace39%02BigPanda28%
BigPanda28%03OpenObserve7%
OpenObserve7%04Datadog4%
Datadog4%05ServiceNow ITOM2%
ServiceNow ITOM2%06New Relic2%
New Relic2%07Moogsoft0%
Moogsoft0%08IBM Instana0%
IBM Instana0%09Splunk0%
Splunk0%10PagerDuty0%
PagerDuty0%11Splunk ITSI0%
Splunk ITSI0%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, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Datadog28%
11 of 40 labels negative · 10 of 14 models · 4 hard negative
“**Dynatrace/Datadog:** Host-based pricing scales with infrastructure, not users — but can become expensive at enterprise scale” MiniMax M2.5, budget prompt
Dynatrace19%
11 of 59 labels negative · 8 of 14 models · 4 hard negative
“**Dynatrace/Datadog:** Host-based pricing scales with infrastructure, not users — but can become expensive at enterprise scale” MiniMax M2.5, budget prompt
New Relic27%
6 of 22 labels negative · 6 of 14 models · 2 hard negative
“**Very expensive** at thousands of users” DeepSeek V4 Flash, budget prompt
BigPanda12%
6 of 49 labels negative · 6 of 14 models
“Small, Niche "AI-only" Alert Correlators (e.g., legacy BigPanda, early-stage startups) ... Be cautious if your need is only alert aggregation” 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
79 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. 1110 links across 258 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 · Motadata45 answers · 49 citations · 11 models
vendor site · G230 answers · 33 citations · 13 models
vendor site · OpenObserve29 answers · 32 citations · 12 models
vendor site · Coralogix28 answers · 29 citations · 11 models
27 answers · 35 citations · 12 models
vendor site · Sherlocks.ai26 answers · 33 citations · 10 models
vendor site · Moveworks25 answers · 28 citations · 9 models
22 answers · 22 citations · 8 models
vendor site · Zapier22 answers · 22 citations · 11 models
19 answers · 19 citations · 8 models
vendor site · New Relic18 answers · 23 citations · 10 models
vendor site · Guideflow18 answers · 18 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.
44 answers · 11 models
29 answers · 12 models
27 answers · 11 models
26 answers · 10 models
24 answers · 8 models
22 answers · 11 models
21 answers · 11 models
21 answers · 11 models
19 answers · 8 models
19 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Dynatrace dynatrace.com | 39% | 700 | 22,200 | 1,106 | 62,738 | $3,941 | 120 | |
| BigPanda bigpanda.io | 28% | 121 | 8,100 | 84 | 7,773 | $108 | 10 | |
| Coralogix coralogix.com | 9% | 72 | 4,400 | 83 | 10,540 | $28 | 27 | |
| OpenObserve openobserve.ai | 7% | 157 | 1,600 | 9 | 4,825 | 7 | ||
| ServiceNow parent site ServiceNow ITOM 2%, ServiceNow IT Operations Management 2%, ServiceNow ITOM AIOps 2%, ServiceNow Predictive AIOps 0% | 7% | 48 | 135,000 | 13,451 | ||||
| Datadog datadoghq.com | 4% | 585 | 74,000 | 3,541 | 159,408 | $633 | 120 | |
| New Relic newrelic.com | 2% | 629 | 14,800 | 843 | 83,276 | $412 | 89 | 6 |
| Datadog parent site Datadog Event Management 2% | 2% | 6 | 74,000 | 3,541 | ||||
| LogicMonitor logicmonitor.com | 2% | 138 | 5,400 | 236 | 82,441 | $1,636 | 31 | |
| Moogsoft moogsoft.com | 0% | 55 | 590 | 5 | 1,102 |
Google's top ten for the three searches hold 23 sites; 2 of them are among the sites the models cited here (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 an enterprise B2B company?”Paraphrase“Which IT event correlation and noise reduction tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AIOps platforms and how do they differ?”Budget-constrained“What is the best AIOps platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an AIOps platform. What should we look at?”Negative“Which AIOps platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceDatadog Event ManagementChangedno first choiceOpenObserveagainst: Datadog, Dynatraceno first choiceagainst: Datadog, Dynatrace, New Relic, Splunk Observability Cloud
Four alternatives
IBM QRadar, LogicMonitor's Event Intelligence, Palo Alto Networks Cortex XSIAM, Splunk Enterprise SecurityThree alternatives
LogicMonitor, Netdata, New RelicGPT-5.4 miniDynatraceBigPandaChangedIBM AIOps / Cloud Pak for AIOps / Instanaagainst: BigPanda, MoogsoftDynatraceno first choicenothing named
Two alternatives
IBM Cloud Pak for AIOps, Splunk ITSI / Splunk ObservabilityThree alternatives
IBM Cloud Pak for AIOps, OpenText Operations Bridge, ServiceNow ITOMThree alternatives
BMC Helix AIOps, Dynatrace, PagerDuty Operations CloudTwo alternatives
New Relic, ServiceNow Predictive AIOpsGemini 3.5 FlashDatadog, DynatraceBigPandaChangedDatadog, DynatraceBigPanda, LogicMonitorno first choiceagainst: BigPanda, ClickHouse Cloud, Coroot, Datadog, Dynatrace, HolmesGPT, IBM Cloud Pak for AIOps, PagerDuty AIOps, Prometheus, Splunk IT Service Intelligence
Three alternatives
BigPanda, ScienceLogic, ServiceNow ITOMThree alternatives
Dynatrace, PagerDuty AIOps, ServiceNow ITOMThree alternatives
BigPanda, ScienceLogic, ServiceNow ITOM AIOpsTwo alternatives
Coralogix, DigitatePerplexity SonarServiceNow IT Operations ManagementBigPandaChangedDynatrace, ServiceNow IT Operations ManagementCoralogixagainst: Dynatrace, HCL IntelliOps, ServiceNow ITOMno first choiceagainst: BigPanda, Datadog, Dynatrace, PagerDuty AIOps
Four alternatives
BigPanda, Datadog, Dynatrace, MoogsoftFour alternatives
Dynatrace, ServiceNow ITOM, SolarWinds Security Event Manager, SplunkSix alternatives
BigPanda, Datadog, IBM Cloud Pak for AIOps, Moogsoft, PagerDuty AIOps, SplunkOne alternative
OpenObserveGrok 4.1 FastDynatraceBigPandaChangedDatadog, DynatraceServiceNow ITOMagainst: Datadog, New RelicDatadog, Dynatrace, New Relicagainst: Aisera, AppDynamics, BigPanda, Dynatrace, LogicMonitor, Netreo, ServiceNow IT Operations Management, Splunk
Two alternatives
Datadog, ServiceNow IT Operations ManagementThree alternatives
Dynatrace, Moogsoft, PagerDutySix alternatives
BigPanda, IBM Instana, Moogsoft, PagerDuty AIOps, ServiceNow IT Operations Management, Splunk IT Service IntelligenceTwo alternatives
Dynatrace, SplunkMistral SmallDynatraceBigPanda, DynatraceChangedDynatrace, ServiceNow IT Operations ManagementDynatraceagainst: New Relicno first choiceagainst: Datadog, ServiceNow ITOM, Splunk
Two alternatives
BigPanda, ServiceNow ITOMTwo alternatives
Datadog, IBM InstanaOne alternative
CoralogixDeepSeek V4 FlashDynatraceBigPandaChangedDynatraceCoralogixagainst: Datadog, Dynatrace, New Relic, PagerDuty, ServiceNow ITOMno first choiceagainst: BigPanda, Dynatrace, IBM Cloud Pak for AIOps, Moogsoft, Splunk ITSI
Three alternatives
BigPanda, Datadog, ServiceNow ITOMFour alternatives
Dynatrace, Moogsoft, PagerDuty AIOps, Splunk ITSISeven alternatives
BigPanda, Datadog, Moogsoft, New Relic, PagerDuty, ServiceNow ITOM, Splunk Observability CloudTwo alternatives
BigPanda, OpenObserveLlama 4 Maverickno first choiceBigPandaChangedno first choiceOpenObserveno first choicenothing named
Four alternatives
Inference Systems, ManageEngine OpManager Nexus, OpenText Operations Bridge, Splunk IT Service IntelligenceOne alternative
HCL IntelliOpsQwen 3.7 FlashDynatraceDynatraceHeldDynatraceDynatraceno first choiceagainst: Legacy BMC / Helix AIOps, Splunk
Five alternatives
BigPanda, Datadog, Elastic Observability, Moogsoft, SplunkOne alternative
BigPandaFour alternatives
Datadog, HPE Open Configuration Manager / OMi, New Relic, SplunkTwo alternatives
ServiceNow ITOM, Splunk ITSIKimi K2DynatraceBigPandaChangedDynatraceServiceNow ITOM AIOpsagainst: Datadog, Dynatrace, New Relic, PagerDuty, Splunk ITSIno first choiceagainst: ServiceNow ITOM AIOps, Site24x7, Splunk ITSI
Five alternatives
BigPanda, Datadog, Moogsoft, PagerDuty, Splunk ITSIFour alternatives
Datadog, Dynatrace, Moogsoft, ServiceNow ITOMSeven alternatives
BigPanda, Cisco AppDynamics, Datadog, IBM Instana, Moogsoft, ServiceNow AIOps, SplunkTwo alternatives
BMC Helix AIOps, BigPandaGLM 4.7 FlashXDynatraceBigPandaChangedDynatraceCoralogixagainst: BigPanda, New Relicno first choicenothing named
Four alternatives
Datadog AIOps, IBM Instana, Moogsoft, Splunk IT Service IntelligenceTwo alternatives
Moogsoft, Splunk IT Service IntelligenceSeven alternatives
BigPanda, Datadog, IBM Instana, Moogsoft, New Relic, ServiceNow ITOM AIOps, Splunk ITSITwo alternatives
Datadog, ServiceNow ITSMMiniMax M2.5DynatraceBigPandaChangedno first choiceCoralogixagainst: Datadog, Dynatrace, PagerDuty, Splunk ITSIno first choicenothing named
Three alternatives
BigPanda, Datadog, PagerDutyThree alternatives
Moogsoft, ServiceNow ITOM, SplunkThree alternatives
Acure AIOps, New Relic, OpenObserveFive alternatives
Coralogix, Datadog, Dynatrace, IBM Instana, ServiceNow IT Operations ManagementGPT-6 LunaDynatraceBigPandaChangedDatadog, DynatraceDynatraceno first choiceagainst: Datadog, Dynatrace, Splunk ITSI
Two alternatives
BigPanda, ServiceNow ITOM AIOpsThree alternatives
PagerDuty AIOps, ServiceNow ITOM Event Management, Splunk ITSISeven alternatives
BMC, BMC Helix AIOps, BigPanda, IBM, PagerDuty, ServiceNow Predictive AIOps, Splunk ITSITwo alternatives
BigPanda, SplunkMuse Glimmer 30BDynatraceBigPandaChangedDatadog, DynatraceOpenObserveagainst: PagerDuty, Site24x7 AIOpsno first choiceagainst: AWS CloudWatch, Azure Monitor, Datadog, Google Cloud Operations, Splunk
Five alternatives
BigPanda, HPE OpsRamp, IBM Cloud Pak for AIOps, IBM Instana, ServiceNow ITOMThree alternatives
Datadog Watchdog, Dynatrace Davis AI, MoogsoftFive alternatives
BigPanda, Moogsoft, now Dell APEX AIOps Incident Management, New Relic, ServiceNow IT Operations Management, ITOM, Splunk IT Service Intelligence, ITSIOne alternative
CoralogixBold 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 | 2026-10-05 01:30 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:34 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:48 | yes | 14 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:52 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:52 | yes | 22 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:41 | yes | 9 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:03 | yes | 21 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:42 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:20 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:52 | yes | 13 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:51 | yes | 19 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:11 | yes | 7 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:00 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:37 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:50 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:02 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:09 | yes | 14 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:13 | yes | 15 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:46 | yes | 21 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:09 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:13 | yes | 19 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:41 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:05 | yes | 5 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:58 | yes | 22 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:05 | yes | 23 | 45 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:26 | yes | 10 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:27 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:14 | yes | 23 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:38 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:08 | yes | 3 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:55 | yes | 23 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:40 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:52 | yes | 22 | 50 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:20 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:39 | yes | 22 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:03 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:55 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:00 | yes | 22 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:36 | yes | 20 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:02 | yes | 16 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:04 | yes | 10 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:58 | yes | 20 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:12 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:36 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:59 | yes | 18 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:13 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:51 | yes | 18 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:15 | yes | 8 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:41 | yes | 20 | 52 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:18 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:03 | yes | 10 | 56 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:43 | yes | 24 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:43 | yes | 17 | 27 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:14 | yes | 17 | 51 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:10 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:47 | yes | 10 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:47 | yes | 24 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:32 | yes | 4 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:52 | yes | 8 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:57 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:36 | yes | 17 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:45 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:58 | yes | 23 | 75 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:52 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:56 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:14 | yes | 22 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:26 | yes | 12 | 53 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:27 | yes | 8 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:03 | yes | 3 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:01 | yes | 21 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:27 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:53 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:08 | yes | 20 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:05 | yes | 18 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:06 | yes | 21 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:20 | yes | 12 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:48 | yes | 21 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:19 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:22 | yes | 14 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:41 | yes | 24 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:52 | yes | 23 | 108 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:23 | yes | 10 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:00 | yes | 4 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:28 | yes | 20 | 32 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 (Elasticsearch with Machine Learning) read as Elastic Observability
Grafana read as Grafana Cloud
ServiceNow read as ServiceNow ITOM
ServiceNow (ITOM Predictive AIOps) read as ServiceNow ITOM
Unresolved, counted raw
Acure AIOps
Bodhi
Coroot (Enterprise Self-Hosted)
HPE Open Configuration Manager / OMi (Operations Manager)
IBM AIOps / Cloud Pak for AIOps / Instana
Ignio (HPE)
Inference Systems
Legacy BMC / Helix AIOps
LogicMonitor's Event Intelligence
Moogsoft, now Dell APEX AIOps Incident Management
Netreo
PagerDuty Operations Cloud
ServiceNow AIOps
ServiceNow ITOM Event Management
Site24x7 AIOps
Splunk IT Service Intelligence, ITSI
Discontinued, still offered
No shut-down product was recommended here.