# AIOps platforms: what AI models recommend, October 2026

IT AI Recommendation Index, October 2026 Edition. Asked as "AIOps platform" and as "IT event correlation and noise reduction tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. 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. Page: https://it-ai-index.com/operations/aiops-platforms/

**Standing:** New Relic leads with 17% of first choices; verdict contested. 54 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | New Relic | 17% | 3% | 36 |
| 2 | Datadog | 15% | 15% | 40 |
| 3 | Dynatrace | 13% | 27% | 49 |
| 4 | BigPanda | 11% | 15% | 47 |
| 5 | PagerDuty AIOps | 6% | 30% | 10 |
| 6 | LogicMonitor | 4% | 0% | 11 |
| 7 | PagerDuty | 2% | 7% | 14 |
| 8 | Moogsoft | 0% | 22% | 18 |
| 9 | Splunk | 0% | 20% | 15 |
| 10 | ServiceNow ITOM | 0% | 36% | 11 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: PagerDuty; alternatives BigPanda, LogicMonitor, New Relic
- GPT-5.4 mini: Dynatrace; alternatives Datadog, New Relic, Splunk
- Gemini 3.5 Flash: Datadog, LogicMonitor; alternatives New Relic, PagerDuty
- Perplexity Sonar: New Relic; alternatives Coralogix
- Grok 4.1 Fast: Datadog; alternatives New Relic
- Mistral Small: Dynatrace; alternatives BigPanda, LogicMonitor, New Relic
- DeepSeek V4 Flash: LogicMonitor, New Relic; alternatives BigPanda, Freshservice, PagerDuty
- Llama 4 Maverick: Dynatrace
- Qwen 3.7 Flash: Dynatrace; alternatives BigPanda, Datadog, Elastic Observability, Grafana Cloud
- Kimi K2: New Relic; alternatives Datadog, LogicMonitor
- GLM 4.7 FlashX: Dynatrace; alternatives Datadog, Freshservice, ManageEngine OpManager Nexus, New Relic
- MiniMax M2.5: Datadog, New Relic; alternatives Dynatrace
- GPT-6 Luna: Datadog; alternatives Dynatrace, New Relic
- Muse Glimmer 30B: Datadog, Dynatrace, New Relic; alternatives Freshservice

## Sources the answers cite

76 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- motadata.com: 53 answers, 58 citations
- g2.com: 33 answers, 55 citations
- guideflow.com: 30 answers, 30 citations
- coralogix.com: 27 answers, 27 citations
- openobserve.ai: 21 answers, 27 citations
- newrelic.com: 19 answers, 28 citations
- zapier.com: 18 answers, 18 citations
- logicmonitor.com: 17 answers, 24 citations

Pages named in the most answers:

- https://motadata.com/blog/aiops-platforms (51 answers)
- https://g2.com/categories/aiops-platforms (31 answers)
- https://guideflow.com/blog/aiops-tools (29 answers)
- https://coralogix.com/ai-blog/aiops-tools (27 answers)
- https://openobserve.ai/blog/top-10-aiops-platforms (21 answers)
- https://zapier.com/blog/aiops-platform (18 answers)
- https://cio.economictimes.indiatimes.com/tools/best-aiops-tools/126673799 (16 answers)
- https://blog.n8n.io/aiops-tools (15 answers)
- https://moveworks.com/us/en/resources/blog/enterprise-guide-to-aiops-platforms (15 answers)
- https://logicmonitor.com/wp-content/uploads/2024/08/10018_G2_AIOps_Platforms_Summer_2024_update_v3.pdf (14 answers)

## Warned against

- Dynatrace: 13 of 49 labels negative. "Platforms to Avoid (For Now) ... Dynatrace is exceptionally precise, but its premium pricing and complex configuration require dedicated platform engineering teams" (Gemini 3.5 Flash, direct prompt)
- Datadog: 6 of 40 labels negative. "not recommended for a strict budget" (GLM 4.7 FlashX, budget prompt)
- BigPanda: 7 of 47 labels negative. "Avoids the high custom pricing of specialists like BigPanda ($6K+/year base, often $60K+ first year for mid setups)" (Grok 4.1 Fast, paraphrase prompt)
- Moogsoft: 4 of 18 labels negative. "Users report stability issues — the platform tends to go down under high load" (DeepSeek V4 Flash, negative prompt)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.