AIOps platforms for small business buyers
Asked as “AIOps platform”, and as “IT event correlation and noise reduction tool”, on behalf of a small B2B company. 59 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
19%
Contested · New Relic 12%
19Atera12New Relic10Datadog59others
19% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four 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
11
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14
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16Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Atera19%
Atera19%02New Relic12%
New Relic12%03Datadog10%
Datadog10%04Site24x77%
Site24x77%05Grafana Cloud7%
Grafana Cloud7%06PagerDuty AIOps7%
PagerDuty AIOps7%07OpenObserve5%
OpenObserve5%08PagerDuty3%
PagerDuty3%09BigPanda3%
BigPanda3%10Dynatrace3%
Dynatrace3%11Coralogix2%
Coralogix2%12Elastic Observability2%
Elastic Observability2%13Moogsoft0%
Moogsoft0%14Splunk ITSI0%
Splunk ITSI0%15IBM Instana0%
IBM Instana0%16ServiceNow ITOM0%
ServiceNow ITOM0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, 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.
Dynatrace72%
31 of 43 labels negative · 13 of 14 models · 12 hard negative
“What to Avoid Enterprise tools like **Dynatrace, ServiceNow, New Relic, and IBM Instana** are generally too expensive” MiniMax M2.5, budget prompt
IBM Instana100%
10 of 10 labels negative · 9 of 14 models · 7 hard negative
“What to Avoid Enterprise tools like **Dynatrace, ServiceNow, New Relic, and IBM Instana** are generally too expensive” MiniMax M2.5, budget prompt
Moogsoft61%
11 of 18 labels negative · 9 of 14 models · 4 hard negative
“Moogsoft's capabilities may be more than what smaller teams with limited tooling and modest alert volume need” Llama 4 Maverick, negative prompt
Datadog38%
15 of 39 labels negative · 9 of 14 models · 2 hard negative
“Avoid enterprise-priced leaders like Dynatrace / Datadog as a first AIOps purchase” Muse Glimmer 30B, direct 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
78 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. 995 links across 215 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 · G252 answers · 78 citations · 12 models
vendor site · Motadata51 answers · 56 citations · 12 models
vendor site · OpenObserve31 answers · 33 citations · 11 models
vendor site · New Relic27 answers · 35 citations · 11 models
vendor site · Coralogix27 answers · 28 citations · 9 models
vendor site · G226 answers · 36 citations · 11 models
22 answers · 22 citations · 10 models
22 answers · 22 citations · 12 models
vendor site · Zapier21 answers · 21 citations · 11 models
vendor site · FitGap20 answers · 23 citations · 8 models
20 answers · 22 citations · 8 models
vendor site · Guideflow19 answers · 19 citations · 7 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.
50 answers · 11 models
44 answers · 12 models
30 answers · 11 models
27 answers · 9 models
22 answers · 12 models
21 answers · 10 models
21 answers · 11 models
21 answers · 11 models
19 answers · 9 models
17 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 |
|---|---|---|---|---|---|---|---|---|
| Atera atera.com | 19% | 341 | 18,100 | 260 | 87,774 | 120 | ||
| New Relic newrelic.com | 12% | 629 | 14,800 | 843 | 83,276 | $412 | 89 | 6 |
| Datadog datadoghq.com | 10% | 585 | 74,000 | 3,541 | 159,408 | $633 | 120 | |
| PagerDuty pagerduty.com PagerDuty AIOps 7%, PagerDuty 3% | 10% | 249 | 27,100 | 685 | 82,470 | $1,433 | 118 | |
| Site24x7 site24x7.com | 7% | 214 | 1,300 | 61 | 174,542 | $522 | 120 | |
| Grafana Cloud grafana.com Grafana Cloud 7%, Prometheus + Grafana 0% | 7% | 174 | 2,400 | 40 | 84,520 | 116 | ||
| ManageEngine parent site ManageEngine EventLog Analyzer 5%, ManageEngine Log360 2% | 7% | 98 | 8,100 | 675 | ||||
| OpenObserve openobserve.ai | 5% | 157 | 1,600 | 9 | 4,825 | 7 | ||
| Better Stack betterstack.com | 3% | 285 | 1,600 | 1,017 | 41,811 | 119 | ||
| AlertOps alertops.com | 3% | 13 | 480 | 3 | 5,822 | $383 | 29 |
Google's top ten for the three searches hold 23 sites; 4 of them are among the sites the models cited here (g2.com, learn.g2.com, newrelic.com, thectoclub.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 small B2B company?”Paraphrase“Which IT event correlation and noise reduction tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top AIOps platforms for a small team and how do they differ?”Budget-constrained“What is the best AIOps platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an AIOps platform. What should we look at?”Negative“Which AIOps platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5AteraOpsgenie, PagerDutyChangedagainst: IBM Netcool, Splunk ITSIPagerDutyAterano first choiceagainst: Datadog, Dynatrace, IBM Instana, LogicMonitor, PagerDuty, ServiceNow ITOM
Three alternatives
Datadog AIOps, Moogsoft, Site24x7One alternative
MoogsoftThree alternatives
Sherlocks.ai, Site24x7, monday serviceThree alternatives
Grafana Cloud, OpenObserve, Site24x7GPT-5.4 miniPagerDuty AIOpsPagerDuty AIOpsHeldDatadog, PagerDuty AIOpsagainst: Dynatrace, Splunk AIOps, Splunk IT Service IntelligenceDatadogno first choiceagainst: Datadog add-on AIOps capabilities, Dynatrace, IBM Instana, ServiceNow-style implementations, Splunk ITSI / Splunk Observability
Three alternatives
Dynatrace, New Relic AIOps, Splunk ITSIOne alternative
ServiceNow Predictive AIOpsOne alternative
New RelicOne alternative
DynatraceGemini 3.5 FlashDatadogBetter StackChangedagainst: BigPanda, MoogsoftNew Relic AIagainst: Dynatrace, ServiceNow ITOM, Splunk ITSINew Relicagainst: BigPanda, Datadog, Dynatrace, ScienceLogic, Splunk ITSIDatadog, Dynatrace, Grafana Cloud, New Relicagainst: BMC Helix AIOps, BigPanda, ServiceNow ITOMagainst: BMC Helix AIOps, BigPanda, Datadog, Dell APEX AIOps, Dynatrace, Grafana LGTM, IBM Cloud Pak for AIOps, OpenTelemetry, Prometheus, ScienceLogic AI Platform, Splunk ITSI
Five alternatives
Freshservice, New Relic, PagerDuty AIOps, Sherlocks.ai, monday serviceThree alternatives
AlertOps, Opsgenie, SquadcastThree alternatives
Datadog Watchdog, PagerDuty AIOps, RootlyFour alternatives
Amazon Aurora, Atera, Keep, OpenObserveFour alternatives
OpenObserve, PagerDuty, Rootly, incident.ioPerplexity SonarSite24x7against: DynatraceManageEngine EventLog AnalyzerChangedagainst: Splunk IT Service IntelligenceAtera, SysAidagainst: DynatraceAterano first choiceagainst: Moogsoft, PagerDuty
Two alternatives
Datadog, OpenObserveSix alternatives
Better Stack, Datadog, Freshworks, OpenObserve, PagerDuty, Site24x7Two alternatives
Freshservice, Site24x7Grok 4.1 FastAteraagainst: Dynatrace, ServiceNow ITOMManageEngine EventLog AnalyzerChangedAtera, Site24x7against: Dynatrace, ServiceNow ITOMNew Relicagainst: Datadog, Dynatrace, SplunkSite24x7against: Dynatraceagainst: BigPanda, Dynatrace, IBM Instana, Moogsoft, ServiceNow IT Operations Management, Splunk ITSI
Four alternatives
Coralogix, Datadog, LogicMonitor, Site24x7Two alternatives
Atera, WazuhThree alternatives
LogicMonitor, New Relic, PagerDutyThree alternatives
Atera, Elastic Observability, Site24x7Two alternatives
Datadog, LogicMonitorMistral SmallDynatrace, OpenObserveagainst: Elastic ObservabilityBigPanda, OpsRampChangedAtera, PagerDuty, Site24x7against: ServiceNow ITOMElastic Observability, OpenObserveno first choiceagainst: BigPanda, Dynatrace, IBM Watson AIOps, Moogsoft, Splunk ITSI
One alternative
ServiceNow ITOMOne alternative
SolarWinds ObservabilityFour alternatives
Datadog, LogicMonitor, Moogsoft, New RelicOne alternative
ServiceNow ITOMDeepSeek V4 FlashAteraagainst: DatadogAlertOpsChangedagainst: PagerDuty AIOpsAtera, New Relicagainst: DatadogNew Relicagainst: Datadog, Dynatrace, ServiceNow ITOM, Splunk ITSIAtera, BigPanda, Freshservice, Site24x7against: Datadog, Dynatrace, ServiceNow ITOM, Splunk ITSIagainst: BigPanda, Datadog, Dynatrace, Moogsoft, OpManager Nexus, ServiceNow IT Operations Management, Sumo Logic
Three alternatives
Coralogix, New Relic, PagerDutyThree alternatives
BigPanda, ManageEngine EventLog Analyzer, New RelicThree alternatives
BigPanda, Dynatrace, FreshserviceTwo alternatives
Atera, ZabbixLlama 4 Maverickno first choicePagerDuty AIOpsChangedAteraagainst: Elastic ObservabilityCoralogixno first choiceagainst: IBM Instana, Moogsoft, New Relic, ServiceNow IT Operations Management
Six alternatives
Datadog Watchdog, Fabrix.ai Alert Watch, ManageEngine EventLog Analyzer, Moogsoft, Splunk IT Service Intelligence, opEventsOne alternative
PagerDutyTwo alternatives
Dynatrace, Elastic ObservabilityQwen 3.7 FlashOpenObserveagainst: IBM Watson, ServiceNow ITOMDatadogChangedagainst: SplunkDatadogagainst: Dynatrace, ServiceNow ITOM, SplunkZabbixagainst: Dynatrace, Splunkno first choiceagainst: Broadcom Broadcom DASH, Datadog, Dynatrace, IBM Instana, New Relicagainst: BigPanda, IBM Turbonomic, ServiceNow ITOM
Three alternatives
Atera, BigPanda, CoralogixThree alternatives
Opsgenie, PagerDuty, ZabbixFour alternatives
Atera, Elastic Observability, PagerDuty, Site24x7Three alternatives
Checkmk, Grafana IRM, New RelicTwo alternatives
Prometheus + Grafana, ZabbixKimi K2Atera, DatadogDatadogChangedagainst: MoogsoftAteraagainst: BigPanda, Datadog, Dynatrace, Moogsoft, New Relic, OpsgenieGrafana Cloud, New Relicno first choiceagainst: AppDynamics, BigPanda, Datadog, Dynatrace, IBM Instana, Moogsoft, ServiceNow IT Operations Management, Splunk IT Service Intelligence, Sumo Logic
Two alternatives
BigPanda, New RelicTwo alternatives
Grafana Cloud, OpsgenieTwo alternatives
Better Stack, PagerDutyOne alternative
AteraGLM 4.7 FlashXAtera, New RelicManageEngine EventLog Analyzer, PagerDutyChangedAtera, Site24x7Site24x7no first choiceagainst: Dynatrace, IBM Cloud Pak for AIOps, IBM Instana, Moogsoft, New Relic, ServiceNow IT Operations Management, Splunk ITSI
Three alternatives
Coralogix, PagerDuty, Site24x7Two alternatives
NinjaOne, SolarWinds Log & Event ManagerFive alternatives
BigPanda, Coralogix, Datadog, Dynatrace, New RelicTwo alternatives
Atera, NetAIMiniMax M2.5Ateraagainst: Dynatrace, ServiceNow ITOMManageEngine Log360ChangedAteraagainst: Splunk ITSIAteraagainst: Dynatrace, IBM Instana, New Relic, ServiceNow ITOMno first choiceagainst: BigPanda, Datadog, Dynatrace, IBM Instana, New Relic, ServiceNow IT Operations Management
Three alternatives
Datadog Event Management, Huntress Managed SIEM, SolarWinds Security Event ManagerThree alternatives
Datadog, Dynatrace, New RelicTwo alternatives
Datadog, Site24x7GPT-6 LunaNew Relicagainst: PagerDutyBetter StackChangedNew Relicagainst: Datadog, DynatraceGrafana Cloudno first choiceagainst: BigPanda, Dynatrace, Splunk ITSI
One alternative
DatadogOne alternative
Datadog Event ManagementThree alternatives
Better Stack, Grafana Cloud, PagerDuty AIOpsTwo alternatives
Keep, New RelicMuse Glimmer 30BAteraagainst: Datadog, Dynatrace, ServiceNow ITOMAlertOpsChangedAtera, Better Stackagainst: DynatraceGrafana Cloud, PagerDuty AIOpsno first choiceagainst: Datadog AIOps, Dynatrace, IBM Instana, Moogsoft, ScienceLogic AI Platform, ServiceNow IT Operations Management, Splunk IT Service Intelligence, Splunk Observability Cloud, Sumo Logic
Three alternatives
Better Stack, BigPanda, Motadata ObserveOpsTwo alternatives
Coralogix, ManageEngine EventLog AnalyzerFour alternatives
Datadog, Freddy AI, Freshservice, OpenObserveFour alternatives
Amazon Aurora, Freshservice, Moogsoft, 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. 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 00:24 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:24 | yes | 4 | 10 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:13 | yes | 11 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:54 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:34 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:42 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:43 | yes | 15 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:40 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:15 | yes | 8 | 44 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:19 | yes | 16 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:16 | yes | 17 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:32 | yes | 10 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:24 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:50 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:45 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:01 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:25 | yes | 7 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:52 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:11 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:42 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:45 | yes | 24 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:11 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:28 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:18 | yes | 25 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:08 | yes | 25 | 83 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:47 | yes | 18 | 66 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:01 | yes | 2 | 23 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:16 | yes | 20 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:40 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:24 | yes | 8 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:50 | yes | 13 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:08 | yes | 17 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:27 | yes | 17 | 30 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:47 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:34 | yes | 21 | 56 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:20 | yes | 8 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:22 | yes | 19 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:45 | yes | 20 | 147 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:44 | yes | 13 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:36 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:42 | yes | 20 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:57 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:57 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:46 | yes | 21 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:00 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:10 | yes | 21 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:38 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:10 | yes | 24 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:47 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:15 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:16 | yes | 15 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:37 | yes | 24 | 52 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:38 | yes | 14 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:48 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:28 | yes | 15 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:06 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:19 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:29 | yes | 9 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:20 | yes | 16 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:50 | yes | 13 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:48 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:18 | yes | 13 | 80 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:56 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:00 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:15 | yes | 17 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:02 | yes | 12 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:34 | yes | 5 | 31 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:01 | yes | 4 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:51 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:05 | yes | 15 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:31 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:25 | yes | 19 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:07 | yes | 15 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:56 | yes | 22 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:29 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:50 | yes | 22 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:17 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:35 | yes | 10 | 19 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:19 | yes | 22 | 42 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:28 | yes | 13 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:19 | yes | 5 | 45 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:15 | yes | 3 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:06 | yes | 13 | 22 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 Helix read as BMC Helix AIOps
Elastic Cloud read as Elastic Observability
Elastic Cloud (Observability) 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
ServiceNow (IT Operations Management) read as ServiceNow ITOM
ServiceNow (with AIOps integration) read as ServiceNow ITOM
Unresolved, counted raw
Broadcom Broadcom DASH
Datadog add-on AIOps capabilities
Fabrix.ai Alert Watch
Freshservice AIOps
Grafana LGTM
IBM Netcool
New Relic AI
OpenSearch Security Analytics
ServiceNow-style implementations
SolarWinds Log & Event Manager
Uptime-Robot
Vitria
Discontinued, still offered
No shut-down product was recommended here.