# LiteBeacon: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/litebeacon

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Retail, proximity and IoT marketing](https://www.gane.ai/index/gtm/marketing/retail-proximity-and-iot-marketing/index.md) | 0% | 52 | 0% | 2 |

## What the models said for it

- "LiteBeacon / Open-Source Solutions — Most Affordable for DIY" (Kimi K2, Proximity)
- "LiteBeacon provides free/open-source Android app + server code" (Grok 4.20, Proximity)

## 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 | 1 | 0 | 0 | 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 | 1 | 0 | 0 | 1 |
| 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 LiteBeacon, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- beaconzone.co.uk: 3
- g2.com: 3
- saidhasyim.com: 3
- blipbillboards.com: 2
- business.nextdoor.com: 2
- geoplugin.com: 2
- linkedin.com: 2
- sourceforge.net: 2
- upwardengine.com: 2
- axiobench.com: 1

### Pages cited

- https://beaconzone.co.uk/solutionsdirectory: 3
- https://blipbillboards.com/blog/how-to-use-proximity-ads-for-local-campaigns: 2
- https://business.nextdoor.com/en-us/small-business: 2
- https://g2.com/categories/location-based-marketing: 2
- https://g2.com/categories/mobile-marketing/f/proximity-marketing: 2
- https://geoplugin.com/resources/the-9-best-geotargeting-tools: 2
- https://saidhasyim.com/best-product/software/proximity-marketing-solutions: 2
- https://upwardengine.com/blog/proximity-marketing-local-businesses: 2

## Record

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