# Data center infrastructure management: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "DCIM tool" and as "data center infrastructure management software", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/it/operations/data-center-infrastructure-management

**Standing:** Sunbird DCIM leads with 26% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Sunbird DCIM](https://www.gane.ai/index/it/vendors/sunbird-dcim/index.md) | 26% | 7% | 28 |
| 2 | [ManageEngine OpManager](https://www.gane.ai/index/it/vendors/manageengine-opmanager/index.md) | 18% | 5% | 20 |
| 3 | [NetBox](https://www.gane.ai/index/it/vendors/netbox/index.md) | 16% | 9% | 33 |
| 4 | [openDCIM](https://www.gane.ai/index/it/vendors/opendcim/index.md) | 12% | 25% | 20 |
| 5 | [Device42](https://www.gane.ai/index/it/vendors/device42/index.md) | 11% | 6% | 47 |
| 6 | [Hyperview](https://www.gane.ai/index/it/vendors/hyperview/index.md) | 7% | 3% | 38 |
| 7 | [Sunbird dcTrack](https://www.gane.ai/index/it/vendors/sunbird-dctrack/index.md) | 4% | 20% | 20 |
| 8 | [Nlyte DCIM](https://www.gane.ai/index/it/vendors/nlyte-dcim/index.md) | 2% | 30% | 40 |
| 12 | [Schneider Electric EcoStruxure IT](https://www.gane.ai/index/it/vendors/schneider-electric-ecostruxure-it/index.md) | 0% | 14% | 22 |
| 13 | [FNT Command](https://www.gane.ai/index/it/vendors/fnt-command/index.md) | 0% | 16% | 19 |
| 16 | [Sunbird](https://www.gane.ai/index/it/vendors/sunbird/index.md) | 0% | 27% | 11 |
| 89 | [RackTables](https://www.gane.ai/index/it/vendors/racktables/index.md) | 0% | 55% | 11 |

Rank is by share of first choices among all 90 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: Hyperview, Sunbird DCIM
- GPT-5.4 mini: Nlyte DCIM; alternatives Device42, OpManager Nexus, Sunbird DCIM
- Gemini 3.5 Flash: Sunbird DCIM; alternatives Device42, Hyperview, NetBox, Schneider Electric EcoStruxure IT
- Perplexity Sonar: Hyperview; alternatives Device42, Schneider EcoStruxure IT Advisor, Sunbird dcTrack
- Grok 4.20: Device42; alternatives Hyperview DCIM, Schneider Electric EcoStruxure IT
- Mistral Small: Device42, Sunbird DCIM; alternatives Nlyte DCIM, netTerrain DCIM
- DeepSeek V4 Flash: ManageEngine OpManager, Sunbird DCIM; alternatives Device42, NetBox, Paessler PRTG
- Llama 4 Maverick: Sunbird DCIM; alternatives Device42, EcoStruxure IT, Hyperview, NetZoom DCIM
- Qwen 3.7 Flash: Sunbird DCIM; alternatives Device42, Hyperview, NetBox
- Kimi K2: Sunbird DCIM; alternatives Device42, Hyperview, NetBox
- GLM 4.7 FlashX: Device42, Sunbird dcTrack; alternatives Hyperview, NetBox, Schneider Electric EcoStruxure IT
- MiniMax M2.5: Device42, Sunbird DCIM; alternatives ManageEngine OpManager, Schneider Electric EcoStruxure IT
- GPT-6 Luna: Sunbird DCIM; alternatives NetBox, Schneider Electric EcoStruxure IT Advisor
- Muse Glimmer 30B: Sunbird DCIM, dcTrack; alternatives Device42, Hyperview, ManageEngine OpManager, Schneider Electric EcoStruxure IT

## 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:

- guideflow.com: 37 answers, 37 citations
- reliamag.com: 32 answers, 32 citations
- sunbirddcim.com: 23 answers, 29 citations
- motadata.com: 23 answers, 23 citations
- geekflare.com: 21 answers, 21 citations
- wizbrand.com: 21 answers, 21 citations
- sourceforge.net: 17 answers, 27 citations
- g2.com: 17 answers, 23 citations

Pages named in the most answers:

- https://guideflow.com/blog/dcim-software (37 answers)
- https://reliamag.com/topics/guides/best-dcim-software (30 answers)
- https://motadata.com/blog/data-center-infrastructure-management-tools (23 answers)
- https://geekflare.com/cloud/dcim-software (21 answers)
- https://wizbrand.com/tutorials/top-10-data-center-infrastructure-management-dcim-software-features-pros-cons-comparison (21 answers)
- https://em360tech.com/top-10/dcim-software-solutions (14 answers)
- https://journal.uptimeinstitute.com/dcim-past-and-present-whats-changed (12 answers)
- https://techtarget.com/news/Top-data-center-infrastructure-management-software-in-2026/857317 (12 answers)
- https://virima.com/blog/best-dcim-software (12 answers)
- https://g2.com/categories/data-center-infrastructure-management-dcim/enterprise (11 answers)

## Warned against

- Vertiv Trellis: 10 of 11 labels negative. "was discontinued in 2021; Vertiv's current platform software is Unify, which consolidates power, thermal, and building management systems and which Vertiv does not call DCIM" (Muse Glimmer 30B, comparative prompt)
- Nlyte DCIM: 12 of 40 labels negative. "Frequently criticized as a "legacy platform" with significant security concerns" (GLM 4.7 FlashX, negative prompt)
- RackTables: 6 of 11 labels negative. "high negative share (33% negative labels) and is generally not recommended for most use cases" (Mistral Small, negative prompt)
- openDCIM: 5 of 20 labels negative. "Has multiple critical security vulnerabilities... Requires extensive security hardening before production use" (GLM 4.7 FlashX, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Sunbird DCIM at 26%.

- ManageEngine OpManager: 2% to 18%, +16. Cleared the floor by 5 points · rank 13 → 2 of 90.
- Hyperview: 15% to 7%, −8. Inside the floor by 3 points · rank 3 → 6 of 90.
- openDCIM: 8% to 12%, +4. Inside the floor by 7 points · rank 5 → 4 of 90.
- Sunbird: 4% to 0%, −4. Inside the floor by 7 points · rank 8 → 16 of 90.
- Nlyte DCIM: 0% to 2%, +2. Inside the floor by 9 points · rank 15 → 8 of 90.
- Sunbird DCIM: 27% to 26%, −1. Inside the floor by 10 points · rank 1 of 90, unchanged.
- NetBox: 17% to 16%, −1. Inside the floor by 10 points · rank 2 → 3 of 90.
- Device42: 10% to 11%, +1. Inside the floor by 10 points · rank 4 → 5 of 90.
- Sunbird dcTrack: 4% to 4%, ±0. Inside the floor by 11 points · rank 6 → 7 of 90.
- Schneider Electric EcoStruxure IT: 0% to 0%, ±0. Inside the floor by 11 points · rank 14 → 12 of 90.
- FNT Command: 0% to 0%, ±0. Inside the floor by 11 points · rank 16 → 13 of 90.
- RackTables: 0% to 0%, ±0. Inside the floor by 11 points · rank 61 → 89 of 90.

## 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.