# Mosaic: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 25 judge labels across 7 categories by 10 of 14 models. Page: https://www.gane.ai/index/finance/vendors/mosaic

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Financial reporting and dashboards](https://www.gane.ai/index/finance/planning/financial-reporting-and-dashboards/index.md) | 4% | 12 | 0% | 4 |
| [FP&A platforms](https://www.gane.ai/index/finance/planning/fpa-platforms/index.md) | 4% | 9 | 0% | 8 |
| [Financial modeling and scenario planning](https://www.gane.ai/index/finance/planning/financial-modeling-and-scenario-planning/index.md) | 4% | 9 | 0% | 4 |
| [SaaS metrics and analytics](https://www.gane.ai/index/finance/planning/saas-metrics-and-analytics/index.md) | 2% | 12 | 0% | 3 |
| [Board and investor reporting](https://www.gane.ai/index/finance/planning/board-and-investor-reporting/index.md) | 2% | 15 | 0% | 4 |
| [Cash flow forecasting](https://www.gane.ai/index/finance/treasury/cash-flow-forecasting/index.md) | 0% | 74 | 0% | 1 |
| [Corporate performance management](https://www.gane.ai/index/finance/planning/corporate-performance-management/index.md) | 0% | 46 | 0% | 1 |

## What the models said for it

- "Choose Mosaic or Pigment if you are a high-growth B2B SaaS/Tech company needing pre-built SaaS metrics and scenario modeling." (Gemini 3.5 Flash, FP&A platforms)
- "Best For: Mid-market B2B SaaS and tech-enabled service companies... prioritize Mosaic or Pigment" (Gemini 3.5 Flash, Financial reporting)
- "Best for Modern B2B SaaS & Tech Scaleups: Mosaic or Abacum" (Gemini 3.5 Flash, FP&A platforms)
- "Best Overall for Strategic Finance & Board Reporting: Mosaic" (Gemini 3.5 Flash, SaaS metrics)

## 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 | 8 | 2 | 2 | 0 | 12 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Mosaic, from 45 of the 67 answers that named it (only the models that return a source list).

### Domains cited

- getaleph.com: 17
- abacum.ai: 14
- g2.com: 14
- clockwork.ai: 11
- cubesoftware.com: 11
- prophix.com: 11
- centage.com: 10
- cfoshortlist.com: 9
- datarails.com: 9
- getfairview.com: 8

### Pages cited

- https://clockwork.ai/blog/best-fpa-software-small-business: 11
- https://centage.com/blog/best-fp-a-software: 8
- https://nathanojaokomo.com/blog/best-fpa-software: 8
- https://corporatefinanceinstitute.com/resources/fpa/fp-a-tools: 7
- https://truerev.com/blog/top-10-cloud-fp-a-tools-for-companies-with-1m--100-m-arr-2025-edition: 7
- https://getaleph.com/answers/best-fpa-software-by-company-size: 6
- https://g2.com/categories/financial-planning-and-analysis-fp-a/small-business: 5
- https://getfairview.com/best/board-reporting-software: 5

## In its own words

What Mosaic's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Everything you need to complete your security review is here. Browse documents, certifications, and compliance details with confidence. (https://trust.mosaic.tech)
- Certifications: SOC 2 Type II

## What it publishes

Every page mosaic.tech exposes, read 2026-09-29: 2255 addresses. By kind, pages and the last 90 days:

- blog: 567 pages, 0 in the last 90 days, latest 2021-05-13
- case study: 72 pages, 4 in the last 90 days, latest 2026-08-30
- webinar or virtual event: 103 pages, 0 in the last 90 days, latest 2025-03-04
- conference or event: 2 pages, 0 in the last 90 days, latest 2022-07-19
- report or ebook: 212 pages, 0 in the last 90 days, latest 2026-03-02
- comparison: 38 pages, 1 in the last 90 days, latest 2026-07-09
- template or tool: 27 pages, 1 in the last 90 days, latest 2026-09-02
- glossary or explainer: 1 pages, 1 in the last 90 days, latest 2026-08-30
- podcast or video: 10 pages, 0 in the last 90 days, latest 2026-03-29
- news or press: 102 pages, 0 in the last 90 days, latest 2023-03-13
- Recent: 2026-09-02 template or tool: Hr roi calculator https://www.hibob.com/hr-roi-calculator
- Recent: 2026-08-30 case study: N8n hibob https://www.hibob.com/se/case-studies/n8n-hibob
- Recent: 2026-08-30 glossary or explainer: What is a leave of absence https://www.hibob.com/hr-glossary/what-is-a-leave-of-absence
- Recent: 2026-08-25 case study: Formula e https://www.hibob.com/case-studies/formula-e
- Recent: 2026-08-25 case study: Swapfiets https://www.hibob.com/case-studies/swapfiets
- Recent: 2026-08-10 case study: N8n hibob https://www.hibob.com/case-studies/n8n-hibob

## Record

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