# Spotlight Reporting: how AI models rank it, September 2026

Finance AI Recommendation Index, September 2026 Edition. Named in 6 judge labels across 3 categories by 4 of 12 models. Page: https://finance-ai-index.com/vendors/spotlight-reporting/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Cash flow forecasting | 0% | 50 | 33% | 3 |
| Financial reporting and dashboards | 0% | 38 | 0% | 2 |
| Financial consolidation | 0% | 86 | 0% | 1 |

## What the models said for it

- "Best if you need scheduled, repeatable dashboard packs with strong multi-currency and multi-entity support" (Kimi K2, Financial reporting)
- "often rated highly for multi-entity variance reporting and rolling updates with approval trails" (DeepSeek V4 Flash, Cash flow forecasting)
- "Accountant-friendly; great for structured reporting. Slightly less visual than Fathom." (Grok 4.1 Fast, Financial reporting)
- "SMB needing fast rolling forecasts with approvals | Spotlight Reporting" (GLM 4.7 FlashX, Cash flow forecasting)

## And against it

- "early AI in Fathom/Spotlight (no daily tracking)" (Grok 4.1 Fast, Cash flow forecasting)

## 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, September 2026 Edition, finance-ai-index.com.