# AIOps platforms for small business buyers: what AI models recommend, November 2026

Gane Index, November 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 small B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/it/operations/aiops-platforms/smb

**Standing:** Site24x7 leads with 30% of first choices; verdict contested. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Site24x7](https://www.gane.ai/index/it/vendors/site24x7/index.md) | 30% | 0% | 45 |
| 2 | [New Relic Applied Intelligence](https://www.gane.ai/index/it/vendors/new-relic-applied-intelligence/index.md) | 23% | 18% | 55 |
| 3 | [Atera](https://www.gane.ai/index/it/vendors/atera/index.md) | 11% | 3% | 32 |
| 4 | [Grafana Cloud](https://www.gane.ai/index/it/vendors/grafana-cloud/index.md) | 6% | 5% | 22 |
| 5 | [Better Stack](https://www.gane.ai/index/it/vendors/better-stack/index.md) | 4% | 4% | 24 |
| 6 | [Datadog](https://www.gane.ai/index/it/vendors/datadog/index.md) | 4% | 37% | 46 |
| 9 | [PagerDuty AIOps](https://www.gane.ai/index/it/vendors/pagerduty-aiops/index.md) | 2% | 27% | 37 |
| 20 | [Elastic Observability](https://www.gane.ai/index/it/vendors/elastic-observability/index.md) | 0% | 18% | 11 |
| 21 | [LogicMonitor](https://www.gane.ai/index/it/vendors/logicmonitor/index.md) | 0% | 32% | 19 |
| 83 | [Moogsoft](https://www.gane.ai/index/it/vendors/moogsoft/index.md) | 0% | 64% | 11 |
| 85 | [Splunk](https://www.gane.ai/index/it/vendors/splunk/index.md) | 0% | 73% | 11 |
| 87 | [ServiceNow ITOM](https://www.gane.ai/index/it/vendors/servicenow-itom/index.md) | 0% | 94% | 16 |

Rank is by share of first choices among all 89 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: Atera; alternatives Freshservice, Infraon AIOps
- GPT-5.4 mini: New Relic Applied Intelligence; alternatives Datadog, Dynatrace
- Gemini 3.5 Flash: New Relic Applied Intelligence; alternatives Better Stack, Coralogix, Datadog, PagerDuty AIOps
- Perplexity Sonar: Site24x7; alternatives Atera, Coralogix, Datadog, PagerDuty AIOps
- Grok 4.20: Site24x7; alternatives Datadog, LogicMonitor, ManageEngine OpManager, New Relic Applied Intelligence
- Mistral Small: New Relic Applied Intelligence, Site24x7; alternatives Atera
- DeepSeek V4 Flash: Site24x7; alternatives Atera, LogicMonitor, New Relic Applied Intelligence
- Llama 4 Maverick: New Relic Applied Intelligence; alternatives OpManager Nexus, Site24x7
- Qwen 3.7 Flash: Site24x7; alternatives Atera, Better Stack, OpenObserve
- Kimi K2: Site24x7; alternatives Atera, New Relic Applied Intelligence
- GLM 4.7 FlashX: Atera Robin; alternatives LogicMonitor, New Relic Applied Intelligence, Site24x7
- MiniMax M2.5: Site24x7; alternatives Atera, Datadog APM, Dynatrace, New Relic Applied Intelligence
- GPT-6 Luna: Grafana Cloud; alternatives Datadog, New Relic Applied Intelligence
- Muse Glimmer 30B: Atera; alternatives New Relic Applied Intelligence, Site24x7

## Sources the answers cite

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

- g2.com: 45 answers, 78 citations
- softwareadvice.com: 39 answers, 47 citations
- comparitech.com: 29 answers, 29 citations
- getapp.com: 27 answers, 30 citations
- newrelic.com: 26 answers, 33 citations
- softwareworld.co: 21 answers, 24 citations
- motadata.com: 19 answers, 20 citations
- gane.ai/index: 16 answers, 16 citations

Pages named in the most answers:

- https://g2.com/categories/aiops-platforms (36 answers)
- https://softwareadvice.com/aiops-platforms/small-business (35 answers)
- https://comparitech.com/net-admin/best-aiops-platforms (24 answers)
- https://getapp.com/all-software/aiops-platforms/org/small-business (23 answers)
- https://g2.com/categories/aiops-platforms/small-business (22 answers)
- https://motadata.com/blog/aiops-platforms (18 answers)
- https://softwareworld.co/aiops-platforms-software/comparison (17 answers)
- https://gane.ai/index/it/operations/aiops-platforms/smb (16 answers)
- https://logicmonitor.com/wp-content/uploads/2024/08/10018_G2_AIOps_Platforms_Summer_2024_update_v3.pdf (13 answers)
- https://openobserve.ai/blog/top-10-aiops-platforms (12 answers)

## Warned against

- Dynatrace: 29 of 34 labels negative. "a small business may want to be cautious about or avoid AIOps platforms like Dynatrace, BigPanda, and New Relic" (Llama 4 Maverick, negative prompt)
- Datadog: 17 of 46 labels negative. "Platforms to Avoid ... Datadog – Powerful but designed for large engineering teams; pricing gets expensive fast" (DeepSeek V4 Flash, direct prompt)
- BigPanda: 21 of 27 labels negative. "Here are the specific platforms and categories of AIOps solutions that small businesses should avoid or approach with extreme caution" (Gemini 3.5 Flash, negative prompt)
- ServiceNow ITOM: 15 of 16 labels negative. "small businesses should avoid Dynatrace, ServiceNow ITOM, Splunk ITSI, IBM Instana, BigPanda, and Moogsoft" (DeepSeek V4 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Atera (19%) to Site24x7 (30%). Margin 19 points, beyond the floor.

- Site24x7: 7% to 30%, +23. Cleared the floor by 12 points · rank 5 → 1 of 89.
- New Relic Applied Intelligence: 12% to 23%, +11. Inside the floor by 0 points · rank 2 of 89, unchanged.
- Atera: 19% to 11%, −8. Inside the floor by 3 points · rank 1 → 3 of 89.
- PagerDuty AIOps: 10% to 2%, −8. Inside the floor by 3 points · rank 3 → 9 of 89.
- Datadog: 10% to 4%, −6. Inside the floor by 5 points · rank 4 → 6 of 89.
- OpenObserve: 5% to 0%, −5. Inside the floor by 6 points · rank 7 → 18 of 89.
- BigPanda: 3% to 0%, −3. Inside the floor by 8 points · rank 11 → 88 of 89.
- Dynatrace: 3% to 0%, −3. Inside the floor by 8 points · rank 12 → 89 of 89.
- Coralogix: 2% to 0%, −2. Inside the floor by 9 points · rank 13 → 17 of 89.
- Elastic Observability: 2% to 0%, −2. Inside the floor by 9 points · rank 16 → 20 of 89.
- Grafana Cloud: 7% to 6%, −1. Inside the floor by 10 points · rank 6 → 4 of 89.
- Better Stack: 3% to 4%, +1. Inside the floor by 10 points · rank 9 → 5 of 89.

## Record

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