# AIOps platforms for enterprise buyers: what AI models recommend, October 2026

Gane 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. Page: https://www.gane.ai/index/it/operations/aiops-platforms/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/operations/aiops-platforms/enterprise/index.md

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

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Dynatrace](https://www.gane.ai/index/it/vendors/dynatrace/index.md) | 39% | 19% | 59 |
| 2 | [BigPanda](https://www.gane.ai/index/it/vendors/bigpanda/index.md) | 28% | 12% | 49 |
| 4 | [OpenObserve](https://www.gane.ai/index/it/vendors/openobserve/index.md) | 7% | 0% | 11 |
| 5 | [ServiceNow ITOM](https://www.gane.ai/index/it/vendors/servicenow-itom/index.md) | 4% | 14% | 28 |
| 6 | [Datadog](https://www.gane.ai/index/it/vendors/datadog/index.md) | 4% | 28% | 40 |
| 8 | [New Relic Applied Intelligence](https://www.gane.ai/index/it/vendors/new-relic-applied-intelligence/index.md) | 2% | 27% | 22 |
| 11 | [Moogsoft](https://www.gane.ai/index/it/vendors/moogsoft/index.md) | 0% | 10% | 21 |
| 12 | [IBM Instana](https://www.gane.ai/index/it/vendors/ibm-instana/index.md) | 0% | 0% | 11 |
| 13 | [PagerDuty AIOps](https://www.gane.ai/index/it/vendors/pagerduty-aiops/index.md) | 0% | 26% | 23 |
| 14 | [Splunk](https://www.gane.ai/index/it/vendors/splunk/index.md) | 0% | 25% | 16 |
| 16 | [IBM Cloud Pak for AIOps](https://www.gane.ai/index/it/vendors/ibm-cloud-pak-for-aiops/index.md) | 0% | 20% | 10 |
| 19 | [Splunk ITSI](https://www.gane.ai/index/it/vendors/splunk-itsi/index.md) | 0% | 33% | 15 |

Rank is by share of first choices among all 73 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## 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 SL1, ServiceNow ITOM
- Perplexity Sonar: ServiceNow IT Operations Management; alternatives BigPanda, Datadog, Dynatrace, Moogsoft
- Grok 4.20: 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 AIOps
- GLM 4.7 FlashX: Dynatrace; alternatives Datadog AIOps, IBM Instana, Moogsoft, Splunk IT Service Intelligence
- MiniMax M2.5: Dynatrace; alternatives BigPanda, Datadog, PagerDuty AIOps
- GPT-6 Luna: Dynatrace; alternatives BigPanda, ServiceNow ITOM
- 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)
- PagerDuty AIOps: 6 of 23 labels negative. "What to Avoid - PagerDuty: Charges $21-41/user/month ... costs explode with thousands of users" (MiniMax M2.5, budget prompt)
- New Relic Applied Intelligence: 6 of 22 labels negative. "Very expensive at thousands of users" (DeepSeek V4 Flash, budget prompt)

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/it.