# Matcha: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 5 judge labels across 1 categories by 4 of 14 models. Page: https://it-ai-index.com/vendors/matcha/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Digital employee experience | 0% | 35 | 0% | 5 |

## What the models said for it

- "pulls from 100+ liquidity sources and offers a simple UI, good for smaller mid-market teams" (DeepSeek V4 Flash, DEX)
- "1inch or Matcha (aggregators): 0% protocol fees, routes to cheapest DEXs" (Grok 4.1 Fast, DEX)

## Record

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