# Mosaic: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 34 judge labels across 8 categories by 12 of 14 models. Page: https://finance-ai-index.com/vendors/mosaic/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Financial reporting and dashboards | 2% | 13 | 0% | 8 |
| Board and investor reporting | 2% | 16 | 0% | 2 |
| Financial modeling and scenario planning | 0% | 21 | 17% | 12 |
| FP&A platforms | 0% | 68 | 50% | 6 |
| Corporate performance management | 0% | 27 | 0% | 3 |
| Cash flow forecasting | 0% | 70 | 0% | 1 |
| Professional services automation | 0% | 60 | 0% | 1 |
| SaaS metrics and analytics | 0% | 37 | 0% | 1 |

## What the models said for it

- "If your company has a subscription, recurring revenue, or usage-based model, Mosaic is highly recommended." (Gemini 3.5 Flash, Financial reporting)
- "Mosaic is a modern FP&A platform built specifically for fast-growing B2B companies." (Gemini 3.5 Flash, Board)
- "Mosaic: Built primarily for fast-growing companies, it has highly polished out-of-the-box dashboards and strong integrations." (Gemini 3.5 Flash, Financial reporting)
- "Need a balance of modeling flexibility, AI forecasting and quick implementation → Drivetrain / Mosaic" (Muse Glimmer 30B, Financial modeling)

## And against it

- "Avoid discontinued tools: Causal, Pry, and Mosaic have been acquired and shut down" (Kimi K2, Financial modeling)
- "If you're considering Mosaic, factor in its acquisition by HiBob: ask specifically about the product roadmap" (GPT-6 Luna, FP&A platforms)
- "stronger planning tools, but usually more expensive than a small company budget allows" (GPT-5.4 mini, Financial modeling)
- "Note: Recently acquired by HiBob—evaluate contract terms if considering" (Kimi K2, FP&A platforms)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Financial modeling and scenario planning: 2% to 0%, −2. Inside the floor by 8 points · rank 13 → 21 of 77.
- FP&A platforms: 2% to 0%, −2. Inside the floor by 8 points · rank 13 → 68 of 74.
- Board and investor reporting: 2% to 2%, ±0. Inside the floor by 10 points · rank 14 → 16 of 99.
- Financial reporting and dashboards: 2% to 2%, ±0. Inside the floor by 10 points · rank 12 → 13 of 105.
- Corporate performance management: 0% to 0%, ±0. Inside the floor by 10 points · rank 20 → 27 of 99.
- Cash flow forecasting: 0% to 0%, ±0. Inside the floor by 10 points · rank 46 → 70 of 101.
- Professional services automation: 0% to 0%, ±0. New · not ranked in September 2026 · rank 60 of 99.
- SaaS metrics and analytics: 0% to 0%, ±0. Inside the floor by 10 points · rank 68 → 37 of 78.

## 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://finance-ai-index.com/methodology/
- Raw judge labels and full responses: https://finance-ai-index.com/data/
- License: CC BY 4.0. Cite as Finance AI Recommendation Index, October 2026 Edition, finance-ai-index.com.