# DemandTools: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/it/vendors/demandtools

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 26 | 0% | 5 |

## What the models said for it

- "Ideal for Salesforce-centric customers, offering modules for data standardization, verification, and deduplication." (Mistral Small, Data observability)
- "If the company runs almost entirely on Salesforce and needs deep administrative control." (Gemini 3.5 Flash, Data observability)
- "if your company is heavily Salesforce-dependent, DemandTools might be more suitable" (MiniMax M2.5, Data observability)
- "If your company runs exclusively on Salesforce, this is the gold standard for cleanup." (Qwen 3.7 Flash, Data observability)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named DemandTools, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 4
- softwareadvice.com: 4
- trustradius.com: 4
- atlan.com: 2
- ovaledge.com: 2
- prospeo.io: 2
- slashdot.org: 2
- techrepublic.com: 2
- airbyte.com: 1
- astrafy.io: 1

### Pages cited

- https://softwareadvice.com/data-quality: 3
- https://trustradius.com/categories/data-quality: 3
- https://trustradius.com/data-quality: 3
- https://atlan.com/know/data-quality/top-tools: 2
- https://g2.com/categories/data-quality: 2
- https://ovaledge.com/blog/data-quality-tools: 2
- https://prospeo.io/s/data-hygiene-companies: 2
- https://slashdot.org/software/data-quality/f-mid-size-business: 2

## 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.