# SimFin: 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/simfin

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [SEC and disclosure reporting](https://www.gane.ai/index/finance/accounting/sec-and-disclosure-reporting/index.md) | 0% | 75 | 100% | 1 |

## And against it

- "SimFin - Free tier has significant data quality issues with incomplete quarterly data" (GLM 4.7 FlashX, Disclosure reporting)

## 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 | 0 | 0 |
| 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 | 1 | 1 |
| 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 SimFin, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- earningsfeed.com: 1
- edgarcompany.sec.gov: 1
- finra.org: 1
- investor.gov: 1
- iriscarbon.com: 1
- reddit.com: 1
- sec.gov: 1

### Pages cited

- http://sec.gov/featured-topics/cybersecurity: 1
- http://sec.gov/newsroom/press-releases/2026-110-two-entities-charged-130-million-fraud-scheme-used-false-sec-filings-boost-investor-confidence: 1
- http://sec.gov/newsroom/speeches-statements/peirce-statement-cybersecurity-072623: 1
- http://sec.gov/rules/interp/2018/33-10459.pdf: 1
- https://earningsfeed.com/blog/why-sec-edgar-hard-to-use: 1
- https://edgarcompany.sec.gov/: 1
- https://finra.org/rules-guidance/key-topics/cybersecurity: 1
- https://investor.gov/introduction-investing/general-resources/news-alerts/alerts-bulletins/category/enforcement: 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.