# Typesense: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/typesense

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Ecommerce search and merchandising](https://www.gane.ai/index/gtm/marketing/ecommerce-search-and-merchandising/index.md) | 0% | 18 | 14% | 7 |

## What the models said for it

- "If you have technical resources: Consider Typesense (self-hosted) for $0 software cost" (Kimi K2, Ecommerce search)
- "Choose Typesense or Meilisearch if: You want open-source options" (GLM 4.7 FlashX, Ecommerce search)
- "Typesense or Meilisearch — *Best Open-Source Alternatives*" (Gemini 3.5 Flash, Ecommerce search)
- "Open-source alternative to Algolia and ElasticSearch." (GLM 4.7 FlashX, Ecommerce search)

## And against it

- "Raw Algolia, Meilisearch, Typesense | Non-Technical Merchandising Teams: ... you will end up having to build internal tools custom-coded by developers" (Gemini 3.5 Flash, Ecommerce search)

## 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 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 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 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| 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 Typesense, from 13 of the 17 answers that named it (only the models that return a source list).

### Domains cited

- marketmaze.me: 10
- g2.com: 6
- bcloud.ai: 5
- guideflow.com: 5
- aiproductivity.ai: 4
- clerk.io: 4
- doofinder.com: 4
- trustradius.com: 4
- algolia.com: 3
- expertrec.com: 3

### Pages cited

- https://marketmaze.me/p/tools-ecommerce-site-search: 10
- https://aiproductivity.ai/blog/best-ecommerce-search-tools: 4
- https://guideflow.com/blog/best-ecommerce-search-software: 4
- https://trustradius.com/categories/search-and-product-discovery: 4
- https://doofinder.com/en/price: 3
- https://learn.g2.com/best-e-merchandising-software: 3
- https://apps.shift4shop.com/doofinder.html: 2
- https://bcloud.ai/best-algolia-alternatives-product-search: 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.