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. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
28%
Contested · Dynatrace 26%
28BigPanda26Dynatrace09OpenObserve38others
28% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: BigPanda (28%) replaces Dynatrace (39% then, 26% now), 2 points clear, inside the 11-point floor.BigPanda leads at 28%, replacing Dynatrace, which led at 39% and stands at 26% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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
Site24x730%Contested↗new leaderNew leader since October 2026: Site24x7 (30%) replaces Atera (19% then, 11% now), 19 points clear, past the 11-point floor.Standing →Mid-marketSite24x723%Contested↗new leaderNew leader since October 2026: Site24x7 (23%) replaces New Relic Applied Intelligence (17% then, 12% now), 11 points clear, inside the 11-point floor.Standing →Enterprise
BigPanda28%Contested↗new leaderNew leader since October 2026: BigPanda (28%) replaces Dynatrace (39% then, 26% now), 2 points clear, inside the 11-point floor.This page
Site24x730%Contested↗new leaderNew leader since October 2026: Site24x7 (30%) replaces Atera (19% then, 11% now), 19 points clear, past the 11-point floor.Standing →Mid-marketSite24x723%Contested↗new leaderNew leader since October 2026: Site24x7 (23%) replaces New Relic Applied Intelligence (17% then, 12% now), 11 points clear, inside the 11-point floor.Standing →EnterpriseBigPanda28%Contested↗new leaderNew leader since October 2026: BigPanda (28%) replaces Dynatrace (39% then, 26% now), 2 points clear, inside the 11-point floor.This pageThe 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 rateLabelsQuadrantSince October 2026
01BigPanda28%6%47accepted challenger=heldSince October 2026: 28% → 28%, ±0 points. Inside the 11-point floor: within noise.28% → 28%
BigPanda28%6%47accepted challenger=heldSince October 2026: 28% → 28%, ±0 points. Inside the 11-point floor: within noise.28% → 28%02
Dynatrace26%14%51accepted challenger▼−13Since October 2026: 39% → 26%, −13 points. Past the 11-point floor: movement.39% → 26%
Dynatrace26%14%51accepted challenger▼−13Since October 2026: 39% → 26%, −13 points. Past the 11-point floor: movement.39% → 26%03
ServiceNow ITOM6%11%28accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
ServiceNow ITOM6%11%28accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%04New Relic Applied Intelligence6%12%24accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
05
ServiceNow IT Operations Management4%16%19accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
ServiceNow IT Operations Management4%16%19accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%06
Splunk IT Service Intelligence2%20%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Splunk IT Service Intelligence2%20%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07
Splunk2%36%11criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Splunk2%36%11criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Moogsoft2%47%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Moogsoft2%47%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the seven products at 0%, ordered by negative rate
11IBM Cloud Pak for AIOps0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09
Datadog0%24%41accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Datadog0%24%41accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%12
PagerDuty AIOps0%23%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
PagerDuty AIOps0%23%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Splunk ITSI0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Splunk ITSI0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
IBM Instana0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
IBM Instana0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14BMC Helix AIOps0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
15
Elastic Observability0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Elastic Observability0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Site24x7 vs BigPandaSite24x7 vs Grafana CloudSite24x7 vs ManageEngine OpManagerSite24x7 vs LogicMonitorDatadog vs New Relic Applied IntelligenceDatadog vs PagerDuty AIOpsDatadog vs BigPandaDatadog vs Grafana CloudDatadog vs ManageEngine OpManagerDatadog vs LogicMonitorNew Relic Applied Intelligence vs PagerDuty AIOpsNew Relic Applied Intelligence vs BigPandaNew Relic Applied Intelligence vs Grafana CloudNew Relic Applied Intelligence vs ManageEngine OpManagerNew Relic Applied Intelligence vs LogicMonitorPagerDuty AIOps vs BigPandaPagerDuty AIOps vs Grafana CloudPagerDuty AIOps vs ManageEngine OpManagerPagerDuty AIOps vs LogicMonitorBigPanda vs Grafana CloudBigPanda vs ManageEngine OpManagerBigPanda vs LogicMonitorGrafana Cloud vs ManageEngine OpManagerGrafana Cloud vs LogicMonitorManageEngine OpManager 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 →
010203N04
050607080910I11
1213B14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01BigPanda28%
BigPanda28%02Dynatrace26%
Dynatrace26%03ServiceNow ITOM6%
ServiceNow ITOM6%04New Relic Applied Intelligence6%
05ServiceNow IT Operations Management4%
ServiceNow IT Operations Management4%06Splunk IT Service Intelligence2%
Splunk IT Service Intelligence2%07Splunk2%
Splunk2%08Moogsoft2%
Moogsoft2%09Datadog0%
Datadog0%10Splunk ITSI0%
Splunk ITSI0%11IBM Cloud Pak for AIOps0%
12PagerDuty AIOps0%
PagerDuty AIOps0%13IBM Instana0%
IBM Instana0%14BMC Helix AIOps0%
15Elastic Observability0%
Elastic Observability0%What they warned about
Zero 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 4.20, 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.
Datadog24%
10 of 41 labels negative · 8 of 14 models · 2 hard negative
“Avoid Consumption-Heavy Models: Steer clear of pure usage-based options like Datadog, New Relic, or Splunk” Grok 4.20, budget prompt
Dynatrace14%
7 of 51 labels negative · 7 of 14 models
“consumption-based pricing can become unpredictable as telemetry grows, and it often requires significant training and operational ownership” GPT-5.4 mini, negative prompt
Moogsoft47%
7 of 15 labels negative · 6 of 14 models · 3 hard negative
“Post-acquisition integration often leads to slowed feature innovation... (e.g., Moogsoft acquired by Dell, OpsRamp acquired by HPE).” Gemini 3.5 Flash, negative prompt
PagerDuty AIOps23%
6 of 26 labels negative · 5 of 14 models · 1 hard negative
“Platforms to Avoid for Your Use Case ... Per-user pricing ($21–41/user/month) plus separate AIOps add-on” Kimi K2, budget 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. 974 links across 269 sites, every framing counted. Ranked by the number of answers carrying the site or page. 30 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 · G242 answers · 65 citations · 12 models
vendor site · New Relic33 answers · 40 citations · 12 models
vendor site · ServiceNow25 answers · 40 citations · 11 models
vendor site · Nova AI Ops19 answers · 25 citations · 10 models
vendor site · Zapier19 answers · 19 citations · 9 models
vendor site · BigPanda17 answers · 28 citations · 9 models
vendor site · ManageEngine17 answers · 18 citations · 8 models
vendor site · Motadata16 answers · 17 citations · 8 models
vendor site · LogicMonitor15 answers · 18 citations · 9 models
vendor site · IBM13 answers · 14 citations · 7 models
13 answers · 13 citations · 7 models
12 answers · 14 citations · 8 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.
24 answers · 12 models
21 answers · 10 models
19 answers · 9 models
16 answers · 8 models
15 answers · 7 models
15 answers · 9 models
13 answers · 7 models
11 answers · 7 models
11 answers · 7 models
11 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| BigPanda bigpanda.io | 28% | 127 | 8,100 | 84 | 7,773 | $108 | 10 | |
| Dynatrace dynatrace.com | 26% | 676 | 22,200 | 1,106 | 62,738 | $3,941 | 120 | |
| ServiceNow parent site ServiceNow ITOM 6%, ServiceNow IT Operations Management 4% | 11% | 60 | 135,000 | 13,451 | ||||
| OpenObserve openobserve.ai | 9% | 85 | 1,600 | 9 | 4,825 | 7 | ||
| New Relic newrelic.com New Relic Applied Intelligence 6% | 6% | 118 | 14,800 | 843 | 83,276 company | $412 | 89 | 6 |
| Splunk parent site Splunk IT Service Intelligence 2%, Splunk ITSI 0% | 2% | 27 | 40,500 | 6,832 | ||||
| IBM parent site IBM QRadar 2%, IBM Cloud Pak for AIOps 0%, IBM Instana 0% | 2% | 115 | 201,000 | 34,098 | ||||
| AI Event Intelligence by LogicMonitor | 2% | |||||||
| AlertOps alertops.com | 2% | 39 | 480 | 3 | 5,822 | $383 | 29 | |
| Metoro metoro.io | 2% | 3 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (g2.com, ibm.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 4.5DynatraceIBM QRadarChangedDynatraceOpenObserveagainst: Dynatraceno first choiceagainst: ScienceLogic's SL1 platform
Four alternatives
BigPanda, IBM Cloud Pak for AIOps, ServiceNow ITOM, Splunk ITSIFour alternatives
BigPanda, Datadog Event Management, ManageEngine OpManager, Splunk Enterprise SecurityFive alternatives
BigPanda, Datadog, PagerDuty AIOps, ServiceNow ITOM, Splunk ITSITwo alternatives
Coralogix, Nova AI OpsGPT-5.4 miniDynatraceServiceNow Event Management / Predictive AIOpsChangedDynatraceNew Relic Applied Intelligenceagainst: IBM Cloud Pak for AIOpsno first choiceagainst: Datadog, Dynatrace, LogicMonitor, PagerDuty AIOps, ServiceNow IT Operations Management, Site24x7
Four alternatives
Datadog, IBM Concert Operate, New Relic Applied Intelligence, PagerDuty AIOpsThree alternatives
Dynatrace, IBM Concert Operate, PagerDuty AIOpsFive alternatives
Datadog, IBM Concert Operate, New Relic Applied Intelligence, ServiceNow IT Operations Management, Splunk IT Service IntelligenceOne alternative
Splunk Observability CloudGemini 3.5 FlashDynatraceBigPandaChangedDynatraceBigPandano first choiceagainst: Datadog, Dynatrace, IBM Cloud Pak for AIOps, Moogsoft, OpsRamp, ServiceNow AIOps, Splunk
Four alternatives
BigPanda, Datadog, ServiceNow ITOM, Splunk ITSIFour alternatives
PagerDuty AIOps, ScienceLogic SL1, ServiceNow ITOM, Splunk IT Service IntelligenceFive alternatives
BigPanda, Datadog, IBM Cloud Pak for AIOps, ServiceNow ITOM, Splunk IT Service IntelligenceThree alternatives
Dynatrace, Elastic Observability, ServiceNow ITOMPerplexity SonarServiceNow ITOMBigPandaChangedno first choiceServiceNow IT Operations Managementagainst: BigPanda, Datadog, Splunk IT Service Intelligenceno first choiceagainst: BigPanda, Datadog, Dynatrace, IBM Cloud Pak for AIOps, Moogsoft, PagerDuty AIOps, ServiceNow ITOM
Seven alternatives
BigPanda, Coralogix, Datadog, Dynatrace, ScienceLogic SL1, Splunk ITSI, VirtanaFour alternatives
Digitate ignio, New Relic Applied Intelligence, PagerDuty AIOps, Splunk IT Service IntelligenceTen alternatives
BMC Helix AIOps, BigPanda, Datadog, Dynatrace, IBM Concert platform, ManageEngine OpManager, PagerDuty AIOps, ScienceLogic SL1, ServiceNow ITOM, Splunk ITSITwo alternatives
Dynatrace, OpenObserveGrok 4.20Dynatrace, ServiceNow IT Operations Management (ITOM) with AIOpsBigPandaChangedagainst: IBM Tivoli, MoogsoftDynatraceagainst: MoogsoftServiceNow ITOMagainst: Datadog, New Relic Applied Intelligence, SplunkDynatraceagainst: IBM Cloud Pak for AIOps
Three alternatives
BigPanda, IBM Cloud Pak for AIOps, ScienceLogic AI PlatformFour alternatives
Dynatrace, New Relic Applied Intelligence, PagerDuty AIOps, SplunkFive alternatives
BigPanda, Datadog, IBM, ServiceNow ITOM, SplunkFour alternatives
BMC Helix AIOps, BigPanda, IBM Cloud Pak for AIOps, MoogsoftFour alternatives
BigPanda, Datadog, IBM, ServiceNow ITOMMistral SmallDynatrace, ServiceNow IT Operations ManagementBigPandaChangedDatadog, DynatraceNew Relic Applied Intelligenceno first choiceagainst: ServiceNow IT Operations Management
Two alternatives
BigPanda, Digitate ignio AIOpsTwo alternatives
Dynatrace, PagerDuty AIOpsThree alternatives
Elastic Observability, IBM Instana, ServiceNow IT Operations ManagementOne alternative
ServiceNow ITOMDeepSeek V4 FlashDynatraceBigPandaChangedagainst: PagerDuty AIOpsDynatraceAlertOpsagainst: Datadog, PagerDuty AIOps, ServiceNow ITOMno first choiceagainst: Amazon DevOps Guru, Azure Anomaly Detector, Dynatrace, FireHydrant, Keep, Moogsoft, OpsRamp, Opsgenie, ServiceNow ITOM, Shoreline, Squadcast, Zenduty
Four alternatives
BigPanda, Datadog, IBM Cloud Pak for AIOps, ServiceNow IT Operations ManagementFour alternatives
Datadog, Dynatrace, Moogsoft, ServiceNow ITOMSix alternatives
BigPanda, Datadog, IBM Instana, PagerDuty AIOps, ServiceNow IT Operations Management, Splunk IT Service IntelligenceOne alternative
BigPandaLlama 4 MaverickDynatraceAI Event Intelligence by LogicMonitorChangedno first choiceOpenObserveno first choiceagainst: BigPanda, ServiceNow IT Operations Management
Six alternatives
Atera, Datadog, Digitate ignio AIOps, New Relic Applied Intelligence, ServiceNow IT Operations Management, SysAidTwo alternatives
BigPanda's AIOps Event Correlation and Automation platform, Site24x7's AI-powered event correlationQwen 3.7 FlashDynatraceBigPandaChangedno first choiceOpenObserveagainst: Datadog, Dynatraceno first choiceagainst: Datadog, Nagios, SolarWinds Observability, Splunknothing named
Four alternatives
BigPanda, Datadog, IBM Cloud Pak for AIOps, ServiceNow IT Operations ManagementTwo alternatives
PagerDuty Operations Cloud, ServiceNow ITOM Event ManagementTwo alternatives
Coralogix, ServiceNow IT Operations ManagementKimi K2DynatraceBigPandaChangedDynatraceBigPandaagainst: Moogsoft, New Relic Applied Intelligence, PagerDuty AIOpsno first choiceagainst: BMC TrueSight / Helix AIOps, Broadcom (CA Technologies) DX Portfolio, HP OpenView/Micro Focus/OpenText, IBM Tivoli, Splunk IT Service Intelligence
Three alternatives
BigPanda, IBM Cloud Pak for AIOps, ServiceNow IT Operations ManagementFour alternatives
Datadog, PagerDuty with AIOps, ServiceNow Event Management, Splunk IT Service IntelligenceFive alternatives
BigPanda, Datadog, IBM Cloud Pak for AIOps, ServiceNow IT Operations Management, Splunk IT Service IntelligenceTwo alternatives
Dynatrace, ServiceNow ITOMGLM 4.7 FlashXno first choiceBigPanda, Splunk IT Service IntelligenceChangedDynatraceNew Relic Applied Intelligenceagainst: Datadog, Dynatraceno first choicenothing named
Three alternatives
Fabrix.ai Log Intelligence, ManageEngine Log360, Palo Alto Networks Cortex XSIAMEight alternatives
BigPanda, Datadog, IBM Instana, New Relic Applied Intelligence, OpManager Nexus, ScienceLogic AI Platform, ServiceNow ITOM, Splunk IT Service IntelligenceOne alternative
ServiceNow IT Operations ManagementMiniMax M2.5DynatraceMoogsoft, SplunkChangedno first choiceMetoro, Netdataagainst: Datadog, PagerDuty AIOps, Splunkno first choicenothing named
Three alternatives
BigPanda, Digitate ignio AIOps, ServiceNow IT Operations ManagementFive alternatives
Dynatrace, IBM Cloud Pak for AIOps, New Relic Applied Intelligence, Nova AI Ops, OpenObserveGPT-6 LunaServiceNow ITOMBigPandaChangedno first choiceagainst: IBM Cloud Pak for AIOpsBigPandano first choiceagainst: CloudEagle.ai, Digitate ignio AIOps, New Relic Applied Intelligence, OpsRamp, ProphetStor, ScienceLogic SL1, SolarWinds Observability, SoundHound AI, Vitria, Zenoss, meshIQ
Three alternatives
BigPanda, Dynatrace, Splunk ITSIThree alternatives
PagerDuty AIOps, ServiceNow ITOM Event Management, Splunk ITSISix alternatives
BMC Helix AIOps, BigPanda, Datadog, Dynatrace, ServiceNow ITOM, Splunk ITSITwo alternatives
Dynatrace, ServiceNow ITOMMuse Glimmer 30BDynatraceBigPandaChangedDynatrace Software Intelligence PlatformOpenObserveno first choiceagainst: Azure Monitor, CloudWatch, IBM, Moogsoft, Splunk IT Service Intelligence
Five alternatives
Datadog, IBM Cloud Pak for AIOps, IBM Instana, ServiceNow IT Operations Management, SplunkThree alternatives
Dynatrace, Moogsoft, Splunk IT Service IntelligenceFive alternatives
IBM Cloud Pak for AIOps, Moogsoft, ScienceLogic AI Platform, ServiceNow IT Operations Management, Splunk ITSITwo alternatives
Elastic Observability, IBM Cloud Pak for AIOpsBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:01 | yes | 14 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:37 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:48 | yes | 9 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:46 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:44 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:02 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:50 | yes | 20 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:00 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:28 | yes | 10 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:01 | yes | 10 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:08 | yes | 13 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:23 | yes | 20 | 46 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:23 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:45 | yes | 15 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:47 | yes | 28 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:52 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:31 | yes | 10 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:09 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:16 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:31 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:28 | yes | 22 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:09 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:58 | yes | 10 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:20 | yes | 15 | 62 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:22 | yes | 15 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:52 | no | 0 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:57 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:14 | yes | 12 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:24 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:49 | yes | 7 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 19:40 | yes | 10 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 18:09 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:25 | yes | 13 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:52 | yes | 13 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:25 | yes | 23 | 57 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:52 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:03 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:54 | yes | 23 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:20 | yes | 24 | 48 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:49 | yes | 8 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:14 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:05 | yes | 23 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:47 | yes | 16 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:11 | yes | 5 | 20 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:07 | no | 0 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:11 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:25 | yes | 15 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:26 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:02 | yes | 24 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:50 | yes | 5 | 8 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:52 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:11 | yes | 20 | 85 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:38 | yes | 24 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:27 | yes | 13 | 110 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:43 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:18 | yes | 23 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:23 | yes | 26 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:42 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:15 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:14 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:37 | yes | 10 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:20 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:43 | yes | 21 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:12 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:59 | yes | 24 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:59 | yes | 23 | 75 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:48 | yes | 10 | 27 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:45 | yes | 3 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:09 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:14 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:24 | yes | 1 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:53 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:06 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:15 | yes | 19 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:02 | yes | 15 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:48 | yes | 25 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:56 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:21 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:55 | yes | 25 | 64 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:17 | yes | 21 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:06 | yes | 20 | 69 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:03 | yes | 1 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:37 | yes | 24 | 39 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
BMC read as BMC Helix AIOps
BMC Helix read as BMC Helix AIOps
Digitate read as Digitate ignio AIOps
Elastic read as Elastic Observability
Elastic (Elastic Observability / AIOps) read as Elastic Observability
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 (with AIOps features) 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) with Predictive AIOps read as ServiceNow ITOM
ServiceNow ITOM AIOps read as ServiceNow ITOM
ServiceNow Predictive AIOps (ITOM) read as ServiceNow ITOM
SolarWinds read as SolarWinds Observability
Splunk IT Service Intelligence, ITSI read as Splunk ITSI
Unresolved, counted raw
AI Event Intelligence by LogicMonitor (Edwin AI)
BMC TrueSight / Helix AIOps
BigPanda's AIOps Event Correlation and Automation platform
Broadcom (CA Technologies) DX Portfolio
Cloud Pak for AIOps
Dynatrace Software Intelligence Platform
Fabrix.ai Log Intelligence
HP OpenView/Micro Focus/OpenText
PagerDuty with AIOps
ProphetStor
ScienceLogic's SL1 platform
ServiceNow Event Management
ServiceNow Event Management / Predictive AIOps
ServiceNow IT Operations Management (ITOM) with AIOps
Shoreline (now under NVIDIA)
Site24x7's AI-powered event correlation
meshIQ
Discontinued, still offered
No shut-down product was recommended here.