# Improvado: how AI models rank it, September 2026

Finance AI Recommendation Index, September 2026 Edition. Named in 2 judge labels across 1 categories by 2 of 12 models. Page: https://finance-ai-index.com/vendors/improvado/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Financial reporting and dashboards | 0% | 128 | 100% | 2 |

## And against it

- "Improvado if you have fewer than 20 data sources, no data warehouse" (Perplexity Sonar, Financial reporting)
- "Improvado - if you have fewer than 20 data sources, lack a data warehouse ... or need a tool operational in under 24 hours without implementation support." (Llama 4 Maverick, Financial reporting)

## 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.