Nosto is a personalization tool for e-commerce · nosto.com ↗
“Nosto is an AI-driven commerce experience platform with strong personalization capabilities and dynamic search”Claude Haiku 4.5 · Comparative question · alternative
“Focuses on AI-powered personalization and merchandising, especially for mid-market and enterprise brands”Mistral Small · Comparative question · alternative
“Commerce Experience Platform featuring search, personalization, dynamic content, and recommendations.”Gemini 3.5 Flash · Comparative question · alternative
“Best for: Growing ecommerce brands wanting integrated discovery without enterprise-level complexity.”DeepSeek V4 Flash · Comparative question · alternative
“Small-to-mid-sized merchants often cite Nosto as prohibitively expensive compared to competitors”Qwen 3.7 Flash · Negative question · warning
“Nosto has contract lock-in complaints”Grok 4.20 · Negative question · warning
The products named in the same answers as Nosto, over the 48 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 36 | 4 | View → | |
| 32 | 5 | View → | |
| 31 | 14 | View → | |
| 26 | 1 | View → | |
| 24 | 6 | View → | |
| 21 | 1 | View → | |
| 19 | 0 | View → | |
| 16 | 2 | View → | |
| 15 | 0 | View → | |
| 10 | 0 | View → |
What the models named instead of Nosto →
A side-by-side page exists where both products are among a category's top eight.
Stated on Nosto's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 43 of the 48 answers that named Nosto and are not a share of its labels.
142 of the 159 domain citations in answers naming Nosto came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 1 | 3 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 324 | 15 | 2026-09-21 | Ecommerce marketing, SEO | |
| Case study | 88 | 0 | 2026-06-16 | ||
| Webinar or virtual event | 56 | 0 | 2026-03-16 | ||
| Report or ebook | 43 | 0 | 2026-02-03 | ||
| News or press | 32 | 0 | 2023-10-13 | ||
| Conference or event | 9 | 2 | 2026-08-26 | ||
| Glossary or explainer | 5 | 1 | 2026-07-27 | ||
| Comparison | 2 | 0 | 2026-04-16 | ||
| Template or tool | 1 | undated |
Every page nosto.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.