# AIOps platforms for enterprise buyers: 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 an enterprise 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/enterprise/

**Standing:** Dynatrace leads with 39% of first choices; verdict contested. 46 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Dynatrace | 39% | 19% | 59 |
| 2 | BigPanda | 28% | 12% | 49 |
| 3 | OpenObserve | 7% | 0% | 11 |
| 4 | Datadog | 4% | 28% | 40 |
| 5 | ServiceNow ITOM | 2% | 15% | 20 |
| 6 | New Relic | 2% | 27% | 22 |
| 7 | Moogsoft | 0% | 10% | 21 |
| 8 | IBM Instana | 0% | 0% | 11 |
| 9 | Splunk | 0% | 25% | 16 |
| 10 | PagerDuty | 0% | 29% | 14 |
| 11 | Splunk ITSI | 0% | 36% | 14 |

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

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Dynatrace; alternatives IBM Cloud Pak for AIOps, Splunk ITSI / Splunk Observability
- Gemini 3.5 Flash: Datadog, Dynatrace; alternatives BigPanda, ScienceLogic, ServiceNow ITOM
- Perplexity Sonar: ServiceNow IT Operations Management; alternatives BigPanda, Datadog, Dynatrace, Moogsoft
- Grok 4.1 Fast: Dynatrace; alternatives Datadog, ServiceNow IT Operations Management
- Mistral Small: Dynatrace; alternatives BigPanda, ServiceNow ITOM
- DeepSeek V4 Flash: Dynatrace; alternatives BigPanda, Datadog, ServiceNow ITOM
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Dynatrace; alternatives BigPanda, Datadog, Elastic Observability, Moogsoft
- Kimi K2: Dynatrace; alternatives BigPanda, Datadog, Moogsoft, PagerDuty
- GLM 4.7 FlashX: Dynatrace; alternatives Datadog AIOps, IBM Instana, Moogsoft, Splunk IT Service Intelligence
- MiniMax M2.5: Dynatrace; alternatives BigPanda, Datadog, PagerDuty
- GPT-6 Luna: Dynatrace; alternatives BigPanda, ServiceNow ITOM AIOps
- Muse Glimmer 30B: Dynatrace; alternatives BigPanda, HPE OpsRamp, IBM Cloud Pak for AIOps, IBM Instana

## Sources the answers cite

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

- motadata.com: 45 answers, 49 citations
- g2.com: 30 answers, 33 citations
- openobserve.ai: 29 answers, 32 citations
- coralogix.com: 28 answers, 29 citations
- viasocket.com: 27 answers, 35 citations
- sherlocks.ai: 26 answers, 33 citations
- moveworks.com: 25 answers, 28 citations
- cio.economictimes.indiatimes.com: 22 answers, 22 citations

Pages named in the most answers:

- https://motadata.com/blog/aiops-platforms (44 answers)
- https://openobserve.ai/blog/top-10-aiops-platforms (29 answers)
- https://coralogix.com/ai-blog/aiops-tools (27 answers)
- https://sherlocks.ai/discover/best-aiops-platforms (26 answers)
- https://moveworks.com/us/en/resources/blog/enterprise-guide-to-aiops-platforms (24 answers)
- https://zapier.com/blog/aiops-platform (22 answers)
- https://g2.com/categories/aiops-platforms (21 answers)
- https://viasocket.com/discovery/blog/ggpesf/9-best-aiops-platforms-for-smarter-it-teams (21 answers)
- https://cio.economictimes.indiatimes.com/tools/best-aiops-tools/126673799 (19 answers)
- https://monday.com/blog/service/aiops-software (19 answers)

## Warned against

- Datadog: 11 of 40 labels negative. "Dynatrace/Datadog: Host-based pricing scales with infrastructure, not users — but can become expensive at enterprise scale" (MiniMax M2.5, budget prompt)
- Dynatrace: 11 of 59 labels negative. "Dynatrace/Datadog: Host-based pricing scales with infrastructure, not users — but can become expensive at enterprise scale" (MiniMax M2.5, budget prompt)
- New Relic: 6 of 22 labels negative. "Very expensive at thousands of users" (DeepSeek V4 Flash, budget prompt)
- BigPanda: 6 of 49 labels negative. "Small, Niche "AI-only" Alert Correlators (e.g., legacy BigPanda, early-stage startups) ... Be cautious if your need is only alert aggregation" (DeepSeek V4 Flash, negative prompt)

## 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.