# Mosaic: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/hr/vendors/mosaic

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workforce planning](https://www.gane.ai/index/hr/planning/workforce-planning/index.md) | 0% | 48 | 0% | 2 |

## What the models said for it

- "Best for B2B SaaS Metric & Capacity Planning: Mosaic" (Gemini 3.5 Flash, Workforce planning)

## 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 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| 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 Mosaic, from 4 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- charthop.com: 3
- lative.ai: 3
- dialzara.com: 2
- marketsplash.com: 2
- paylocity.com: 2
- reddit.com: 2
- articsledge.com: 1
- blog.gappeo.ai: 1
- candoriq.com: 1
- cfoshortlist.com: 1

### Pages cited

- https://lative.ai/blog/headcount-planning-software: 3
- https://charthop.com/resource/best-headcount-planning-software: 2
- https://dialzara.com/blog/best-workforce-planning-software-for-smbs: 2
- https://marketsplash.com/best-sales-headcount-planning-software: 2
- https://paylocity.com/why-paylocity/compare/lists/workforce-planning-software: 2
- https://reddit.com/r/FPandA/comments/17fbnkx/fpa_tools_for_headcount_planning: 2
- https://articsledge.com/post/workforce-planning-software: 1
- https://blog.gappeo.ai/2026/07/09/workforce-analytics-software-2026: 1

## Record

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