# Doofinder: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 31 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/doofinder

## 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) | 20% | 3 | 16% | 31 |

## What the models said for it

- "Go with Doofinder if you want an easy, full-featured search and merchandising tool with a minimal learning curve and affordable starting plans." (Gemini 3.5 Flash, Ecommerce search)
- "Start with Doofinder if you can afford roughly $50–$80/month, as it provides the most complete "search + merchandising" toolset." (Qwen 3.7 Flash, Ecommerce search)
- "The best ecommerce search and merchandising platform for a company with a limited budget is Doofinder." (Llama 4 Maverick, Ecommerce search)
- "For a company with a limited budget, Doofinder is the best overall choice." (Perplexity Sonar, Ecommerce search)

## And against it

- "Query/bill shock ... weak merchandising/personalization/recommendations ... support that drops off after onboarding" (Grok 4.20, Ecommerce search)
- "reported limitations include shallow personalization and fewer advanced discovery capabilities" (Perplexity Sonar, Ecommerce search)
- "noted for having a relatively high negative sentiment (12%) and is considered a new entrant" (Mistral Small, Ecommerce search)
- "Search.io or Doofinder (lower entry points, though less B2B-specific)" (Kimi K2, Ecommerce search)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Doofinder, from 95 of the 98 answers that named it (only the models that return a source list).

### Domains cited

- marketmaze.me: 79
- clerk.io: 54
- guideflow.com: 51
- trustradius.com: 40
- g2.com: 37
- algolia.com: 32
- luigisbox.com: 28
- sourceforge.net: 24
- doofinder.com: 22 (its own site)
- faqprime.com: 22

### Pages cited

- https://marketmaze.me/p/tools-ecommerce-site-search: 79
- https://trustradius.com/categories/search-and-product-discovery: 38
- https://guideflow.com/blog/best-ecommerce-search-software: 31
- https://guideflow.com/blog/best-e-merchandising-software: 30
- https://clerk.io/solutions/b2b-ecommerce/search: 22
- https://faqprime.com/en/ecommerce-search: 22
- https://clerk.io/blog/best-product-discovery-tools-ecommerce-2026: 14
- https://sourceforge.net/software/ecommerce-search/for-small-business: 14

## What it publishes

Every page doofinder.com exposes, read 2026-10-05: 2757 addresses. By kind, pages and the last 90 days:

- blog: 385 pages, 0 in the last 90 days, latest 2026-07-05
- case study: 12 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest 2021-03-24
- conference or event: 9 pages, 0 in the last 90 days, latest undated
- report or ebook: 36 pages, 0 in the last 90 days, latest 2018-10-08
- comparison: 19 pages, 0 in the last 90 days, latest 2026-01-19
- template or tool: 2 pages, 0 in the last 90 days, latest 2023-08-31
- glossary or explainer: 19 pages, 1 in the last 90 days, latest 2026-09-22
- podcast or video: 3 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-22 glossary or explainer: What is ai product search https://www.doofinder.com/en/blog/what-is-ai-product-search
- Recent: 2026-07-05 blog: Vector search https://www.doofinder.com/en/blog/vector-search
- Recent: 2026-06-26 blog: Ecommerce api integration what it is how it works and where search fits in https://www.doofinder.com/en/blog/ecommerce-api-integration-what-it-is-how-it-works-and-where-search-fits-in
- Recent: 2026-04-27 blog: Findability and discoverability https://www.doofinder.com/en/blog/findability-and-discoverability
- Recent: 2026-04-10 blog: Autocomplete suggestions https://www.doofinder.com/en/blog/autocomplete-suggestions
- Recent: 2026-01-27 blog: Ai shopping assistant use cases https://www.doofinder.com/en/blog/ai-shopping-assistant-use-cases

## 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.