# Light: 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/light

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI accounting assistants](https://www.gane.ai/index/finance/accounting/ai-accounting-assistants/index.md) | 0% | 77 | 0% | 1 |

## 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 | 1 | 0 | 1 |
| 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 Light, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- erpresearch.com: 2
- adopt.ai: 1
- aiappsapi.com: 1
- aimultiple.com: 1
- bill360.com: 1
- bookeeping.ai: 1
- botkeeper.com: 1
- campfire.ai: 1
- completecontroller.com: 1
- curatesuite.com: 1

### Pages cited

- https://erpresearch.com/en-us/blog/best-agentic-accounting-platforms: 2
- https://adopt.ai/security: 1
- https://aiappsapi.com/articles/aiaccounting/costguide.php: 1
- https://aimultiple.com/accounting-ai-agent: 1
- https://bill360.com/: 1
- https://bookeeping.ai/en/security: 1
- https://botkeeper.com/blog/quick-guide-7-features-to-look-for-in-ai-bookkeeping-software: 1
- https://campfire.ai/blog/the-best-ai-native-erp-software-in-2026-a-guide-for-modern-finance-teams: 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.