# Algolia: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 58 judge labels across 2 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/algolia

## 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) | 24% | 1 | 21% | 57 |
| [AI visibility and answer engine tracking tools](https://www.gane.ai/index/gtm/marketing/ai-visibility-tracking/index.md) | 0% | 78 | 0% | 1 |

## What the models said for it

- "Algolia is recognized as the best overall ecommerce search engine for fast, AI-driven search with deep developer flexibility and strong analytics." (Claude Haiku 4.5, Ecommerce search)
- "Request demos from 3-4 vendors that match your profile (likely Algolia, Constructor, Luigi's Box, and one other)" (Kimi K2, Ecommerce search)
- "Choose Algolia if you have strong dev resources and want maximum flexibility with fast implementation" (Kimi K2, Ecommerce search)
- "it remains the go-to choice when speed and developer customization are the highest priorities" (Qwen 3.7 Flash, Ecommerce search)

## And against it

- "Algolia has a relatively high negative sentiment share (19% of labels negative) and is criticized for its consumption-based pricing model" (Mistral Small, Ecommerce search)
- "Algolia — High risk on pricing, support ... If you're a small-to-mid-size retailer with variable traffic, this is a genuine risk." (DeepSeek V4 Flash, Ecommerce search)
- "Charging is per keystroke/request, which can balloon costs as traffic grows. It's developer-heavy — not for non-technical teams." (DeepSeek V4 Flash, Ecommerce search)
- "costs scale rapidly as search traffic grows. It requires strict usage monitoring to remain budget-friendly." (Gemini 3.5 Flash, Ecommerce search)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-5.4 mini | 4 | 0 | 0 | 1 | 5 |
| Gemini 3.5 Flash | 1 | 3 | 0 | 1 | 5 |
| Perplexity Sonar | 1 | 1 | 1 | 2 | 5 |
| Grok 4.20 | 0 | 5 | 0 | 1 | 6 |
| Mistral Small | 1 | 1 | 2 | 1 | 5 |
| DeepSeek V4 Flash | 1 | 2 | 0 | 2 | 5 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 1 | 4 |
| Kimi K2 | 3 | 1 | 0 | 1 | 5 |
| GLM 4.7 FlashX | 1 | 3 | 0 | 0 | 4 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 1 | 2 | 0 | 1 | 4 |
| Muse Glimmer 30B | 1 | 1 | 1 | 1 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Algolia, from 166 of the 189 answers that named it (only the models that return a source list).

### Domains cited

- marketmaze.me: 103
- clerk.io: 80
- algolia.com: 76 (its own site)
- guideflow.com: 67
- g2.com: 61
- constructor.com: 56
- luigisbox.com: 53
- trustradius.com: 46
- sourceforge.net: 26
- faqprime.com: 25

### Pages cited

- https://marketmaze.me/p/tools-ecommerce-site-search: 103
- https://guideflow.com/blog/best-e-merchandising-software: 45
- https://trustradius.com/categories/search-and-product-discovery: 44
- https://clerk.io/solutions/b2b-ecommerce/search: 42
- https://constructor.com/blog/ecommerce-search-product-discovery-solutions: 40
- https://guideflow.com/blog/best-ecommerce-search-software: 35
- https://luigisbox.com/blog/b2b-ecommerce-search: 33
- https://faqprime.com/en/ecommerce-search: 25

## The company

Algolia; http://www.algolia.com; Paris, France; founded 2012. From Wikidata, fetched 2026-09-14.

## What it publishes

Every page algolia.com exposes, read 2026-09-29: 9397 addresses. By kind, pages and the last 90 days:

- blog: 1063 pages, 0 in the last 90 days, latest 2025-08-06
- case study: 83 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 49 pages, 0 in the last 90 days, latest 2022-03-18
- conference or event: 28 pages, 0 in the last 90 days, latest undated
- report or ebook: 734 pages, 0 in the last 90 days, latest undated
- comparison: 29 pages, 0 in the last 90 days, latest 2026-02-04
- template or tool: 156 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 70 pages, 2 in the last 90 days, latest 2026-08-06
- podcast or video: 3 pages, 0 in the last 90 days, latest 2024-07-25
- news or press: 237 pages, 0 in the last 90 days, latest undated
- Recent: 2026-08-06 glossary or explainer: What is docsearch https://docsearch.algolia.com/docs/v4/what-is-docsearch
- Recent: 2026-08-06 glossary or explainer: What is docsearch https://docsearch.algolia.com/docs/what-is-docsearch
- Recent: 2026-02-04 comparison: Hosted vs local llm ai infrastructure https://www.algolia.com/blog/engineering/hosted-vs-local-llm-ai-infrastructure
- Recent: 2025-12-10 glossary or explainer: What is docsearch https://docsearch.algolia.com/docs/v3/what-is-docsearch
- Recent: 2025-09-10 comparison: Best elasticsearch alternatives in 2025 for your use case https://www.algolia.com/blog/algolia/best-elasticsearch-alternatives-in-2025-for-your-use-case
- Recent: 2025-08-06 blog: Three new features for merchandisers https://www.algolia.com/blog/product/three-new-features-for-merchandisers

## 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.