AIOps platforms
Asked as “AIOps platform”, and as “IT event correlation and noise reduction tool”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
23%
Contested · Datadog 14%
23Site24x714Datadog12New Relic Applied Intelligence50others
23% of first choices, contested.
Since October 2026↗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.Site24x7 leads at 23%, replacing New Relic Applied Intelligence, which led at 17% and stands at 12% now: 11 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.This pageEnterprise
BigPanda28%Contested↗new leaderNew leader since October 2026: BigPanda (28%) replaces Dynatrace (39% then, 26% now), 2 points clear, inside the 11-point floor.Standing →
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.This pageEnterpriseBigPanda28%Contested↗new leaderNew leader since October 2026: BigPanda (28%) replaces Dynatrace (39% then, 26% now), 2 points clear, inside the 11-point floor.Standing →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 October 2026
01Site24x723%5%21accepted challenger▲+19Since October 2026: 4% → 23%, +19 points. Past the 11-point floor: movement.4% → 23%
Site24x723%5%21accepted challenger▲+19Since October 2026: 4% → 23%, +19 points. Past the 11-point floor: movement.4% → 23%02
Datadog14%23%43accepted challenger▼−1Since October 2026: 15% → 14%, −1 point. Inside the 11-point floor: within noise.15% → 14%
Datadog14%23%43accepted challenger▼−1Since October 2026: 15% → 14%, −1 point. Inside the 11-point floor: within noise.15% → 14%03New Relic Applied Intelligence12%7%45accepted challenger▼−5Since October 2026: 17% → 12%, −5 points. Inside the 11-point floor: within noise.17% → 12%
04
PagerDuty AIOps12%15%34accepted challenger▲+5Since October 2026: 7% → 12%, +5 points. Inside the 11-point floor: within noise.7% → 12%
PagerDuty AIOps12%15%34accepted challenger▲+5Since October 2026: 7% → 12%, +5 points. Inside the 11-point floor: within noise.7% → 12%05BigPanda11%18%44accepted challenger=heldSince October 2026: 11% → 11%, ±0 points. Inside the 11-point floor: within noise.11% → 11%
BigPanda11%18%44accepted challenger=heldSince October 2026: 11% → 11%, ±0 points. Inside the 11-point floor: within noise.11% → 11%06
Grafana Cloud5%0%11accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise.4% → 5%
Grafana Cloud5%0%11accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise.4% → 5%07
ManageEngine OpManager4%10%10accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
ManageEngine OpManager4%10%10accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%08
LogicMonitor4%17%12accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
LogicMonitor4%17%12accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%09
Dynatrace2%28%40criticized challenger▼−11Since October 2026: 13% → 2%, −11 points. Past the 11-point floor: movement.13% → 2%
Dynatrace2%28%40criticized challenger▼−11Since October 2026: 13% → 2%, −11 points. Past the 11-point floor: movement.13% → 2%Show the six products at 0%, ordered by negative rate
15
Splunk0%38%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Splunk0%38%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
IBM Instana0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
IBM Instana0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14BMC Helix AIOps0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
11
Moogsoft0%29%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Moogsoft0%29%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
ServiceNow ITOM0%24%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ServiceNow ITOM0%24%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Elastic Observability0%8%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Elastic Observability0%8%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
Head to head
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 →
0102N03
04050607080910111213B14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Site24x723%
Site24x723%02Datadog14%
Datadog14%03New Relic Applied Intelligence12%
04PagerDuty AIOps12%
PagerDuty AIOps12%05BigPanda11%
BigPanda11%06Grafana Cloud5%
Grafana Cloud5%07ManageEngine OpManager4%
ManageEngine OpManager4%08LogicMonitor4%
LogicMonitor4%09Dynatrace2%
Dynatrace2%10Elastic Observability0%
Elastic Observability0%11Moogsoft0%
Moogsoft0%12ServiceNow ITOM0%
ServiceNow ITOM0%13IBM Instana0%
IBM Instana0%14BMC Helix AIOps0%
15Splunk0%
Splunk0%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.
Datadog23%
10 of 43 labels negative · 9 of 14 models · 1 hard negative
“Avoid for tight budgets: ... Datadog (can get pricey at scale)” Grok 4.20, budget prompt
Dynatrace28%
11 of 40 labels negative · 8 of 14 models · 2 hard negative
“Avoid for tight budgets: Enterprise-heavy tools like Dynatrace” Grok 4.20, budget prompt
BigPanda18%
8 of 44 labels negative · 8 of 14 models
“BigPanda or similar correlation-only tools when you need full lifecycle automation: ... they may still require separate monitoring, ITSM, on-call, and remediation tools” Perplexity Sonar, negative prompt
Moogsoft29%
7 of 24 labels negative · 6 of 14 models
“User reviews on PeerSpot rate it 3.8/5 and highlight specific concerns: Complex setup requiring extensive implementation time” DeepSeek V4 Flash, 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. 900 links across 226 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 · G239 answers · 59 citations · 11 models
vendor site · New Relic24 answers · 29 citations · 12 models
24 answers · 29 citations · 10 models
vendor site · Motadata21 answers · 22 citations · 10 models
vendor site · ServiceNow20 answers · 29 citations · 9 models
17 answers · 17 citations · 9 models
15 answers · 18 citations · 10 models
vendor site · ManageEngine14 answers · 19 citations · 9 models
14 answers · 18 citations · 8 models
14 answers · 17 citations · 11 models
vendor site · Coralogix14 answers · 16 citations · 9 models
vendor site · LogicMonitor13 answers · 13 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.
30 answers · 10 models
20 answers · 9 models
17 answers · 9 models
17 answers · 8 models
13 answers · 7 models
13 answers · 7 models
11 answers · 8 models
11 answers · 7 models
11 answers · 6 models
9 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 |
|---|---|---|---|---|---|---|---|---|
| Site24x7 site24x7.com | 23% | 304 | 1,300 | 61 | 174,542 | $522 | 120 | |
| Datadog datadoghq.com | 14% | 590 | 74,000 | 3,541 | 159,408 | $633 | 120 | |
| New Relic newrelic.com New Relic Applied Intelligence 12% | 12% | 118 | 14,800 | 843 | 83,276 company | $412 | 89 | 6 |
| PagerDuty AIOps pagerduty.com | 12% | 89 | 110 | 1 | 82,470 | $1,433 | 118 | |
| BigPanda bigpanda.io | 11% | 127 | 8,100 | 84 | 7,773 | $108 | 10 | |
| Grafana Cloud grafana.com | 5% | 183 | 2,400 | 40 | 84,520 | 116 | ||
| ManageEngine parent site ManageEngine OpManager 4% | 4% | 223 | 8,100 | 675 | ||||
| Better Stack betterstack.com | 4% | 311 | 1,600 | 1,017 | 41,811 | 119 | ||
| LogicMonitor logicmonitor.com | 4% | 184 | 5,400 | 236 | 82,441 | $1,636 | 31 | |
| Dynatrace dynatrace.com | 2% | 676 | 22,200 | 1,106 | 62,738 | $3,941 | 120 |
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 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 4.5New Relic Applied Intelligence, PagerDuty AIOpsBigPandaChangedno first choiceGrafana Cloudagainst: Site24x7no first choiceagainst: BigPanda, Dynatrace, PagerDuty AIOps, ScienceLogic SL1
Two alternatives
BigPanda, LogicMonitorFour alternatives
Datadog, Moogsoft, PagerDuty AIOps, SplunkTwo alternatives
New Relic Applied Intelligence, ZabbixGPT-5.4 miniDynatracePagerDuty AIOpsChangedDynatracePagerDuty AIOpsagainst: IBM Cloud Pak for AIOpsno first choicenothing named
Two alternatives
BigPanda, MoogsoftThree alternatives
BigPanda, Dynatrace, New Relic Applied IntelligenceEight alternatives
BMC Helix AIOps, BigPanda, Datadog, IBM watsonx, LogicMonitor AIOps, PagerDuty AIOps, ServiceNow AIOps, Splunk IT Service IntelligenceOne alternative
New Relic Applied IntelligenceGemini 3.5 FlashDatadog, LogicMonitorPagerDuty AIOpsChangedDatadog, DynatraceKeepagainst: BigPanda, Splunk ITSIno first choicenothing named
Three alternatives
Dynatrace, New Relic Applied Intelligence, PagerDuty AIOpsThree alternatives
BigPanda, Datadog Event Management, KeepFive alternatives
BigPanda, IBM Cloud Pak for AIOps, ScienceLogic SL1, ServiceNow ITOM, Splunk IT Service IntelligenceFour alternatives
Better Stack, Coroot, New Relic Applied Intelligence, OpenObservePerplexity SonarDatadogagainst: PagerDuty AIOpsPagerDuty AIOpsChangedDatadog, DynatraceSite24x7no first choiceagainst: BMC Helix AIOps, BigPanda, Datadog, Dell APEX AIOps, IBM Cloud Pak, Moogsoft, ServiceNow ITOM
Four alternatives
Coralogix, Dynatrace, OpenObserve, ServiceNow ITOMFive alternatives
BigPanda, Freshservice, ManageEngine, New Relic Applied Intelligence, Splunk IT Service IntelligenceSeven alternatives
BigPanda, Elastic Observability, Grafana Cloud, PagerDuty AIOps, ScienceLogic SL1, ServiceNow ITOM, Splunk ITSITwo alternatives
Grafana Cloud, OpenObserveGrok 4.20New Relic Applied Intelligence, Site24x7against: BMC Helix AIOps, Dynatrace, IBM Instana, ServiceNow ITOMBigPandaChangedagainst: Moogsoft, Splunk, Splunk ITSIDynatrace, ServiceNow IT Operations ManagementSite24x7against: AppDynamics, Atera, Datadog, Dynatrace, LogicMonitor, Splunkno first choiceagainst: Dynatraceagainst: AppDynamics, Broadcom's DX Operational Intelligence, IBM Cloud Pak for AIOps, IBM Instana, New Relic Applied Intelligence, ServiceNow IT Operations Management, Splunk
One alternative
DatadogFive alternatives
Datadog Event Management, ManageEngine OpManager, New Relic Applied Intelligence, PagerDuty Event Intelligence, SolarWinds ObservabilitySix alternatives
BigPanda, Datadog, Elastic Observability, IBM Instana, ScienceLogic AI Platform, Sumo LogicTwo alternatives
Keep, New Relic Applied IntelligenceSix alternatives
BigPanda, New Relic Applied Intelligence, PagerDuty AIOps, ServiceNow AIOps, Splunk ITSI, Splunk On-CallMistral SmallNew Relic Applied Intelligence, Site24x7BigPandaChangedno first choiceNew Relic Applied Intelligence, Site24x7no first choiceagainst: BigPanda, Dynatrace, Moogsoft
Two alternatives
BMC Helix Operations Management, Better StackTwo alternatives
PagerDuty AIOps, Sherlocks AIThree alternatives
Atera, Elastic Observability, ManageEngine OpManagerDeepSeek V4 FlashDatadog, New Relic Applied Intelligenceagainst: Dynatrace, ServiceNow ITOMManageEngine OpManagerChangedagainst: BigPanda, Datadog Watchdog, DynatraceDynatraceSite24x7against: Datadogno first choiceagainst: FireHydrant, Moogsoft, PagerDuty AIOps
Three alternatives
BigPanda, ScienceLogic SL1, Site24x7One alternative
PagerDuty AIOpsFive alternatives
BigPanda, Datadog, IBM Cloud Pak for AIOps, ServiceNow ITOM, Splunk ITSIThree alternatives
Atera, Coralogix, New Relic Applied IntelligenceLlama 4 MaverickDatadogno first choiceChangedno first choiceSite24x7no first choiceagainst: Datadog, Dynatrace
Five alternatives
BigPanda, Dynatrace, Moogsoft, New Relic Applied Intelligence, SplunkTwo alternatives
Coralogix, New Relic Applied IntelligenceQwen 3.7 FlashSite24x7against: SplunkDatadog, Paessler PRTGChangedagainst: HP OpenView, IBM Tivoli, Splunk IT Service IntelligenceDynatraceGrafana Cloud, Zabbixagainst: Datadogno first choicenothing named
Three alternatives
BigPanda, LogicMonitor, MoogsoftOne alternative
ManageEngine OpManagerEight alternatives
BigPanda, Datadog, IBM Cloud Pak for AIOps, Moogsoft, New Relic Applied Intelligence, PagerDuty AIOps, ServiceNow ITOM, Splunk ITSITwo alternatives
ManageEngine OpManager, New Relic Applied IntelligenceKimi K2PagerDuty AIOpsPagerDuty with AIOps/Event IntelligenceChangedagainst: BigPanda, MoogsoftDatadog, DynatraceNew Relic Applied Intelligence, Site24x7against: Datadog, Dynatrace, ServiceNow ITOMDatadogagainst: Amazon DevOps Guru, Azure Anomaly Detector, FireHydrant, Moogsoft, OpsRamp, Palo Alto Networks AIOps for NGFW, Shoreline.io
Four alternatives
BigPanda, IBM Instana, ManageEngine OpManager, Site24x7Two alternatives
Datadog Watchdog, New Relic Applied IntelligenceSeven alternatives
BigPanda, Coralogix, Elastic Observability, New Relic Applied Intelligence, PagerDuty AIOps, ServiceNow ITOM, Splunk IT Service IntelligenceSix alternatives
Coroot, Grafana Cloud, Keep, Metoro, Netdata, PrometheusFour alternatives
BigPanda, Dynatrace, Moogsoft, New Relic Applied IntelligenceGLM 4.7 FlashXDatadog, LogicMonitorBigPandaChangedDynatraceOpenObserveagainst: Datadog, Splunkno first choiceagainst: BMC Helix AIOps, BigPanda, Broadcom Layer7 API Gateway, Datadog, Dynatrace, IBM, IBM Instana, LogicMonitor, Moogsoft, New Relic Applied Intelligence, Splunk
Three alternatives
New Relic Applied Intelligence, ServiceNow IT Operations Management, Site24x7Three alternatives
Datadog Event Management, Moogsoft, Splunk ITSISeven alternatives
BigPanda, Datadog, Grafana Cloud, IBM Instana, New Relic Applied Intelligence, ServiceNow ITOM, Splunk IT Service IntelligenceThree alternatives
Grafana Cloud, SupOps, observability‑aiopsMiniMax M2.5Better Stack, Site24x7BigPandaChangedno first choiceSite24x7no first choiceagainst: ScienceLogic SL1
Three alternatives
BigPanda, LogicMonitor, OpsPilotFour alternatives
Datadog, Moogsoft, PagerDuty AIOps, Splunk ITSITen alternatives
Alertmanager, Atera, Better Stack, Doctor Droid, Grafana Cloud, Grafana Loki, Keep, Nightingale, Prometheus, Prometheus Anomaly DetectorGPT-6 LunaDatadogPagerDuty AIOpsChangedno first choiceagainst: IBMGrafana Cloudagainst: PagerDuty AIOpsno first choiceagainst: BigPanda, Datadog, Dell APEX AIOps Incident Management, PagerDuty AIOps
Two alternatives
New Relic Applied Intelligence, PagerDuty AIOpsThree alternatives
BigPanda, Datadog Event Management, ServiceNow ITOM Event ManagementFive alternatives
Datadog, Dynatrace, PagerDuty AIOps, ServiceNow ITOM, SplunkOne alternative
New Relic Applied IntelligenceMuse Glimmer 30BBetter Stack, ManageEngine OpManager, Site24x7against: Datadog, Elastic Observability, New Relic Applied IntelligenceBigPandaChangedno first choiceNew Relic Applied Intelligence, Site24x7no first choiceagainst: Dynatrace, IBM Cloud Pak for AIOps, IBM Instana, ManageEngine OpManager, OpManager Nexus
One alternative
AteraTwo alternatives
Moogsoft, New Relic AIOpsFour alternatives
Elastic Observability, Grafana Cloud, Keep, OpenObserveBold 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 10:57 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:06 | 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 16:56 | yes | 10 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:43 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:08 | yes | 10 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:06 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:42 | yes | 24 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:17 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:22 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:35 | yes | 14 | 35 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:43 | yes | 13 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:23 | yes | 9 | 46 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:56 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:36 | yes | 18 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:04 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:16 | yes | 3 | 5 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 09:47 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:01 | yes | 10 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:34 | yes | 10 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:02 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:18 | yes | 24 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:43 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:55 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:32 | yes | 15 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:57 | yes | 25 | 66 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:25 | yes | 10 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:26 | yes | 4 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:57 | yes | 15 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:16 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:01 | yes | 5 | 9 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 14:09 | yes | 7 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:37 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:53 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:08 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:33 | yes | 20 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:16 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:24 | yes | 20 | 90 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:55 | yes | 16 | 56 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:09 | yes | 22 | 106 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:08 | yes | 25 | 40 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:04 | yes | 7 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:00 | yes | 12 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:39 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:48 | yes | 3 | 4 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 15:36 | yes | 16 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:02 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:17 | yes | 10 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:57 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:47 | yes | 17 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:17 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:59 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:51 | yes | 10 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:41 | yes | 19 | 43 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:40 | yes | 19 | 55 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 18:11 | yes | 13 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:14 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:48 | no | 0 | 7 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 13:52 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:32 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:04 | yes | 9 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:56 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:50 | yes | 19 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:52 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:04 | yes | 10 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:35 | yes | 20 | 61 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:19 | yes | 15 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:54 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:34 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:21 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:53 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:23 | yes | 6 | 5 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 19:34 | yes | 9 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:49 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:02 | yes | 5 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:31 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:49 | yes | 24 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:23 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:38 | yes | 20 | 63 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:41 | yes | 25 | 46 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:46 | yes | 24 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:00 | yes | 22 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:28 | yes | 5 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:28 | yes | 25 | 36 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
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
New Relic read as New Relic Applied Intelligence
PagerDuty read as PagerDuty AIOps
PagerDuty (AIOps) read as PagerDuty AIOps
ScienceLogic read as ScienceLogic SL1
ServiceNow read as ServiceNow ITOM
ServiceNow ITOM AIOps read as ServiceNow ITOM
ServiceNow's AIOps read as ServiceNow ITOM
SolarWinds read as SolarWinds Observability
Unresolved, counted raw
Broadcom's DX Operational Intelligence
Dell APEX AI Ops
Dell APEX AIOps Incident Management (formerly Moogsoft)
HP OpenView
LogicMonitor AIOps
Moatada ObserveOps
Moogsoft AIOps
Nobl9
OpenOcta
OpenText IT Operations Cloud
PagerDuty with AIOps/Event Intelligence
Palo Alto Networks AIOps for NGFW
Prometheus Anomaly Detector
Selector
Sherlocks AI
Shoreline.io
SupOps
VMware Aria Operations
observability‑aiops
Discontinued, still offered
No shut-down product was recommended here.