# IRON Finance: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/finance/vendors/iron-finance

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Stablecoin platforms](https://www.gane.ai/index/finance/treasury/stablecoin-platforms/index.md) | 0% | 124 | 100% | 1 |

## And against it

- "Collapsed in 2021 due to similar algorithmic flaws... steer clear of any similar "hybrid" or undercollateralized projects" (Grok 4.20, Stablecoin platforms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named IRON Finance, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- stripe.com: 3
- chainsec.io: 2
- media-publications.bcg.com: 2
- pharos.watch: 2
- photonpay.com: 2
- sec.gov: 2
- 247wallst.com: 1
- archlending.com: 1
- bettermarkets.org: 1
- bis.org: 1

### Pages cited

- https://chainsec.io/failed-stablecoins: 2
- https://media-publications.bcg.com/Stablecoins-five-killer-tests-to-gauge-their-potential.pdf: 2
- https://pharos.watch/learn/case-studies: 2
- https://photonpay.com/hk/blog/article/are-stablecoins-safe: 2
- https://stripe.com/resources/more/are-stablecoins-safe-for-business-use: 2
- http://congress.gov/crs_external_products/IN/PDF/IN11928/IN11928.1.pdf: 1
- https://247wallst.com/investing/cryptocurrency/2026/10/31/tether-made-1-5-billion-in-q3-and-doubled-its-reserve-cushion-to-8-billion-how-safe-is-usdt-now: 1
- https://archlending.com/blog/what-is-the-safest-stablecoin: 1

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.