# Infrastructure monitoring for small business buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "infrastructure monitoring tool" and as "server and cloud infrastructure monitoring solution", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/it/operations/infrastructure-monitoring/2026-11/smb

**Standing:** Site24x7 leads with 27% of first choices; verdict contested. 60 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) | 27% | 0% | 32 |
| 2 | [Zabbix](https://www.gane.ai/index/it/vendors/zabbix/index.md) | 15% | 22% | 58 |
| 3 | [New Relic](https://www.gane.ai/index/it/vendors/new-relic/index.md) | 12% | 29% | 51 |
| 4 | [Datadog](https://www.gane.ai/index/it/vendors/datadog/index.md) | 10% | 50% | 64 |
| 5 | [Grafana](https://www.gane.ai/index/it/vendors/grafana/index.md) | 8% | 8% | 38 |
| 6 | [Better Stack](https://www.gane.ai/index/it/vendors/better-stack/index.md) | 8% | 12% | 16 |
| 7 | [Paessler PRTG](https://www.gane.ai/index/it/vendors/paessler-prtg/index.md) | 3% | 12% | 34 |
| 8 | [Prometheus + Grafana](https://www.gane.ai/index/it/vendors/prometheus-grafana/index.md) | 3% | 30% | 37 |
| 17 | [Netdata](https://www.gane.ai/index/it/vendors/netdata/index.md) | 0% | 0% | 22 |
| 18 | [Checkmk](https://www.gane.ai/index/it/vendors/checkmk/index.md) | 0% | 0% | 12 |
| 19 | [UptimeRobot](https://www.gane.ai/index/it/vendors/uptimerobot/index.md) | 0% | 7% | 14 |
| 20 | [Xitoring](https://www.gane.ai/index/it/vendors/xitoring/index.md) | 0% | 0% | 10 |

Rank is by share of first choices among all 86 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: Site24x7; alternatives New Relic, Paessler PRTG, Prometheus + Grafana, Zabbix
- GPT-5.4 mini: New Relic; alternatives Datadog, Prometheus + Grafana
- Gemini 3.5 Flash: Better Stack; alternatives Grafana, New Relic, SigNoz
- Perplexity Sonar: Site24x7; alternatives Netdata, New Relic
- Grok 4.20: Zabbix; alternatives Better Stack, Datadog, NinjaOne, Paessler PRTG
- Mistral Small: NinjaOne; alternatives Prometheus + Grafana, Zabbix
- DeepSeek V4 Flash: Site24x7; alternatives Paessler PRTG, UptimeRobot, Zabbix
- Llama 4 Maverick: hyperping.com; alternatives Datadog, Dynatrace, Middleware.io, NinjaOne
- Qwen 3.7 Flash: Datadog, Paessler PRTG Network Monitor; alternatives CloudAPM, New Relic, SigNoz, Zabbix
- Kimi K2: Site24x7; alternatives Paessler PRTG, Zabbix
- GLM 4.7 FlashX: Better Stack, Site24x7; alternatives Netdata, Paessler PRTG, Xitoring, Zabbix
- MiniMax M2.5: no first choice
- GPT-6 Luna: New Relic; alternatives Datadog, Grafana
- Muse Glimmer 30B: Better Stack, Hyperping, Site24x7; alternatives Grafana, Netdata, New Relic, Prometheus

## Sources the answers cite

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

- motadata.com: 42 answers, 54 citations
- netdata.cloud: 24 answers, 30 citations
- middleware.io: 21 answers, 21 citations
- xitoring.com: 20 answers, 20 citations
- checkmk.com: 16 answers, 17 citations
- newrelic.com: 15 answers, 22 citations
- ninjaone.com: 15 answers, 15 citations
- grafana.com: 13 answers, 23 citations

Pages named in the most answers:

- https://motadata.com/blog/best-it-infrastructure-monitoring-tools (37 answers)
- https://middleware.io/blog/infrastructure-monitoring-tools (21 answers)
- https://netdata.cloud/resources/best-infrastructure-monitoring-tools (19 answers)
- https://xitoring.com/blog/best-infrastructure-monitoring-tools (19 answers)
- https://ninjaone.com/blog/best-infrastructure-monitoring-tools (15 answers)
- https://gane.ai/index/it/operations/infrastructure-monitoring/smb (13 answers)
- https://fivenines.io/best-infrastructure-monitoring-tools (12 answers)
- https://signoz.io/comparisons/infrastructure-monitoring-tools (12 answers)
- https://hackmd.io/@davidwenham/infrastructure-monitoring-tools (11 answers)
- https://sematext.com/blog/infrastructure-monitoring-tools (9 answers)

## Warned against

- Dynatrace: 19 of 25 labels negative. "Tools like Splunk Enterprise, Dynatrace, or IBM Tivoli … Why to avoid: They are often overkill for a small business." (Muse Glimmer 30B, negative prompt)
- Datadog: 32 of 64 labels negative. "Avoid per-host SaaS observability at scale unless you have clear ROI and headcount to manage it, i.e., Datadog, New Relic, Dynatrace, Instana." (Muse Glimmer 30B, negative prompt)
- Zabbix: 13 of 58 labels negative. "Feature-rich but complex configuration. Good for larger environments with many device types." (GLM 4.7 FlashX, negative prompt)
- New Relic: 15 of 51 labels negative. "Avoid per-host SaaS observability at scale unless you have clear ROI and headcount to manage it, i.e., Datadog, New Relic, Dynatrace, Instana." (Muse Glimmer 30B, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Site24x7 at 27%.

- Site24x7: 16% to 27%, +11. Inside the floor by 0 points · rank 1 of 86, unchanged.
- Paessler PRTG: 14% to 3%, −11. Cleared the floor by 0 points · rank 2 → 7 of 86.
- New Relic: 5% to 12%, +7. Inside the floor by 4 points · rank 7 → 3 of 86.
- Netdata: 7% to 0%, −7. Inside the floor by 4 points · rank 5 → 17 of 86.
- Datadog: 5% to 10%, +5. Inside the floor by 6 points · rank 9 → 4 of 86.
- UptimeRobot: 5% to 0%, −5. Inside the floor by 6 points · rank 6 → 19 of 86.
- Grafana: 12% to 8%, −4. Inside the floor by 7 points · rank 4 → 5 of 86.
- Prometheus: 4% to 0%, −4. Inside the floor by 7 points · rank 10 → 21 of 86.
- Better Stack: 5% to 8%, +3. Inside the floor by 8 points · rank 8 → 6 of 86.
- SigNoz: 0% to 2%, +2. Inside the floor by 9 points · rank 16 → 9 of 86.
- ManageEngine OpManager: 2% to 0%, −2. Inside the floor by 9 points · rank 13 → 28 of 86.
- Zabbix: 14% to 15%, +1. Inside the floor by 10 points · rank 3 → 2 of 86.

## 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.