# Meilisearch: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/meilisearch

## 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% | 19 | 17% | 6 |

## What the models said for it

- "Open source, easy to set up, and has a managed cloud option starting around $20/month." (GLM 4.7 FlashX, 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)
- "Meilisearch — Best Developer Experience" (Kimi K2, 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 | 1 | 0 | 0 | 1 |
| 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 Meilisearch, from 10 of the 14 answers that named it (only the models that return a source list).

### Domains cited

- marketmaze.me: 7
- guideflow.com: 5
- aiproductivity.ai: 4
- clerk.io: 3
- doofinder.com: 3
- g2.com: 3
- learn.g2.com: 3
- trustradius.com: 3
- algolia.com: 2
- apps.shift4shop.com: 2

### Pages cited

- https://marketmaze.me/p/tools-ecommerce-site-search: 7
- https://aiproductivity.ai/blog/best-ecommerce-search-tools: 4
- https://guideflow.com/blog/best-ecommerce-search-software: 4
- https://learn.g2.com/best-e-merchandising-software: 3
- https://trustradius.com/categories/search-and-product-discovery: 3
- https://apps.shift4shop.com/doofinder.html: 2
- https://clerk.io/blog/choosing-search-engine-in-2026: 2
- https://doofinder.com/en/price: 2

## In its own words

What Meilisearch's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: One platform to build, scale, and unify search and AI retrieval (https://meilisearch.com/)
- For: teams (https://meilisearch.com/)
- Price stated: $20 (https://meilisearch.com/)
- Starting price: 20 (https://meilisearch.com/)
- Free plan or trial: 14-day free trial, no credit card required (https://meilisearch.com/)
- Integrations claimed: 3 (https://www.meilisearch.com/products/rag)
- Certifications: SOC 2 Type II, GDPR
- Customers named: CarbonGraph, Hugging Face, Louis Vuitton, Bookshop.org, CarJager, Samtec, Scenario, Touchless

## What it publishes

Every page meilisearch.com exposes, read 2026-10-05: 845 addresses. By kind, pages and the last 90 days:

- blog: 279 pages, 5 in the last 90 days, latest 2026-09-23
- comparison: 37 pages, 4 in the last 90 days, latest 2026-10-01
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 6 pages, 0 in the last 90 days, latest 2026-03-10
- news or press: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2026-10-01 comparison: Full text search vs semantic search https://www.meilisearch.com/blog/full-text-search-vs-semantic-search
- Recent: 2026-09-23 blog: Raptor rag https://www.meilisearch.com/blog/raptor-rag
- Recent: 2026-09-17 blog: Diagnose slow saas search https://www.meilisearch.com/blog/diagnose-slow-saas-search
- Recent: 2026-09-09 blog: Agentic search https://www.meilisearch.com/blog/agentic-search
- Recent: 2026-09-01 comparison: Opensearch alternatives https://www.meilisearch.com/blog/opensearch-alternatives
- Recent: 2026-08-27 comparison: Lucene alternatives https://www.meilisearch.com/blog/lucene-alternatives

## 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.