# Manglai: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 2 judge labels across 1 categories by 2 of 14 models. Page: https://finance-ai-index.com/vendors/manglai/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| ESG and carbon reporting | 0% | 40 | 0% | 2 |

## What the models said for it

- "Manglai is optimized for low-entry costs and is highly recommended for handling these third-party ESG requests" (Gemini 3.5 Flash, ESG and carbon reporting)

## Movement since September 2026

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

- ESG and carbon reporting: 0% to 0%, ±0. New · not ranked in September 2026 · rank 40 of 110.

## In its own words

What Manglai's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI-powered environmental management platform (https://manglai.io/)
- For: leading companies (https://manglai.io/)
- Certifications: GHG Protocol, ISO 14064, GLEC, MITECO, CSRD
- Customers named: Cáfe de Finca, Bluespace, Sertrans, Columna Capital, SSG

## What it publishes

Every page manglai.io exposes, read 2026-10-05: 1630 addresses. By kind, pages and the last 90 days:

- blog: 571 pages, 0 in the last 90 days, latest undated
- conference or event: 2 pages, 0 in the last 90 days, latest undated
- comparison: 22 pages, 0 in the last 90 days, latest undated
- template or tool: 9 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 974 pages, 0 in the last 90 days, latest undated

## 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.
