What AI assistants actually recommend when buyers ask about ai tools for translators and localization professionals — measured weekly across 4 engines, published as open data.
Updated 2026-08-04 · 70 sampled answers · rolling 4-week window · methodology
Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.
Sample: 70 AI answers · Window: Jul 7, 2026 – Aug 4, 2026 (4-week rolling) · trend vs prior 4 weeks (44 answers)
Across 70 sampled AI answers from 4 engines, DeepL is recommended most often — appearing in 75.7% of recommendations, followed by Lokalise (52.9%) and Phrase (44.3%).
This is a measurement of share of voice across 4 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | DeepL deepl.com Best for: AI recommends DeepL most when buyers ask “alternatives to the dominant AI translation and localization platforms” (100% of those answers) | 75.7% 95% CI 64.5–84.2% 53 mentions · avg pos 6.9 first pick 17% | — | GEMINI 75%CHATGPT 71.4%CLAUDE 57.1%PERPLEXITY 82.1% | Claim |
| 2 | Lokalise lokalise.com Best for: AI recommends Lokalise most when buyers ask “alternatives to the dominant AI translation and localization platforms” (100% of those answers) | 52.9% 95% CI 41.3–64.1% 37 mentions · avg pos 6.5 first pick 21.6% | — | GEMINI 64.3%CHATGPT 42.9%CLAUDE 42.9%PERPLEXITY 46.4% | Claim |
| 3 | Phrase Best for: AI recommends Phrase most when buyers ask “what AI tool should I use to localize a SaaS product into multiple languages” (100% of those answers) | 44.3% 95% CI 33.2–55.9% 31 mentions · avg pos 7 first pick 6.5% | — | GEMINI 50%CHATGPT 42.9%CLAUDE 42.9%PERPLEXITY 39.3% | Claim |
| 4 | Crowdin Best for: AI recommends Crowdin most when buyers ask “alternatives to the dominant AI translation and localization platforms” (100% of those answers) | 41.4% 95% CI 30.6–53.1% 29 mentions · avg pos 5.1 first pick 10.3% | — | GEMINI 46.4%CHATGPT 14.3%CLAUDE 42.9%PERPLEXITY 42.9% | Claim |
| 5 | Taia taia.io Best for: AI recommends Taia most when buyers ask “best AI translation assistant for business documents” (83.3% of those answers) | 41.4% 95% CI 30.6–53.1% 29 mentions · avg pos 7 first pick 17.2% | — | GEMINI 57.1%CLAUDE 14.3%PERPLEXITY 42.9% | Claim |
| 6 | Smartling smartling.com Best for: AI recommends Smartling most when buyers ask “alternatives to the dominant AI translation and localization platforms” (100% of those answers) | 41.4% 95% CI 30.6–53.1% 29 mentions · avg pos 8.5 first pick 0% | — | GEMINI 50%CHATGPT 28.6%CLAUDE 42.9%PERPLEXITY 35.7% | Claim |
| 7 | Smartcat Best for: AI recommends Smartcat most when buyers ask “alternatives to the dominant AI translation and localization platforms” (75% of those answers) | 37.1% 95% CI 26.8–48.9% 26 mentions · avg pos 7.1 first pick 3.8% | — | GEMINI 57.1%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 25% | Claim |
| 8 | Translated translated.com Best for: AI recommends Translated most when buyers ask “how do I use AI to translate marketing content while preserving brand tone” (91.7% of those answers) | 27.1% 95% CI 18.1–38.5% 19 mentions · avg pos 6.5 first pick 15.8% | — | GEMINI 42.9%CHATGPT 14.3%CLAUDE 28.6%PERPLEXITY 14.3% | Claim |
| 9 | Microsoft Translator Best for: AI recommends Microsoft Translator most when buyers ask “alternatives to the dominant AI translation and localization platforms” (58.3% of those answers) | 22.9% 95% CI 14.6–34% 16 mentions · avg pos 6.7 first pick 6.3% | — | GEMINI 39.3%PERPLEXITY 17.9% | Claim |
| 10 | Weglot weglot.com Best for: AI recommends Weglot most when buyers ask “what AI tool should I use to localize a SaaS product into multiple languages” (75% of those answers) | 21.4% 95% CI 13.4–32.4% 15 mentions · avg pos 6.4 first pick 0% | — | GEMINI 25%CLAUDE 14.3%PERPLEXITY 25% | Claim |
| 11 | LILT Best for: AI recommends LILT most when buyers ask “alternatives to the dominant AI translation and localization platforms” (66.7% of those answers) | 21.4% 95% CI 13.4–32.4% 15 mentions · avg pos 9.3 first pick 0% | — | GEMINI 39.3%CLAUDE 14.3%PERPLEXITY 10.7% | Claim |
| 12 | Transifex transifex.com Best for: AI recommends Transifex most when buyers ask “alternatives to the dominant AI translation and localization platforms” (83.3% of those answers) | 18.6% 95% CI 11.2–29.2% 13 mentions · avg pos 10.3 first pick 0% | — | GEMINI 32.1%PERPLEXITY 14.3% | Claim |
| 13 | Pairaphrase pairaphrase.com Best for: AI recommends Pairaphrase most when buyers ask “best AI translation assistant for business documents” (75% of those answers) | 17.1% 95% CI 10.1–27.6% 12 mentions · avg pos 4.6 first pick 16.7% | — | GEMINI 35.7%PERPLEXITY 7.1% | Claim |
| 14 | Bluente bluente.com Best for: AI recommends Bluente most when buyers ask “which AI translation tool is best for legal documents vs marketing copy” (75% of those answers) | 15.7% 95% CI 9–26% 11 mentions · avg pos 2.6 first pick 9.1% | — | GEMINI 17.9%PERPLEXITY 21.4% | Claim |
| 15 | Microsoft microsoft.com Best for: AI recommends Microsoft most when buyers ask “alternatives to the dominant AI translation and localization platforms” (33.3% of those answers) | 14.3% 95% CI 7.9–24.3% 10 mentions · avg pos 10.1 first pick 10% | — | GEMINI 17.9%CHATGPT 28.6%PERPLEXITY 10.7% | Claim |
| 16 | Google Translate Best for: AI recommends Google Translate most when buyers ask “best AI tools for professional translators and localization teams” (50% of those answers) | 12.9% 95% CI 6.9–22.7% 9 mentions · avg pos 5 first pick 0% | — | CLAUDE 14.3%PERPLEXITY 28.6% | Claim |
| 17 | memoQ memoq.com Best for: AI recommends memoQ most when buyers ask “best AI tools for professional translators and localization teams” (83.3% of those answers) | 12.9% 95% CI 6.9–22.7% 9 mentions · avg pos 6.1 first pick 22.2% | — | GEMINI 10.7%CHATGPT 14.3%PERPLEXITY 17.9% | Claim |
| 18 | Copy.ai copy.ai Best for: AI recommends Copy.ai most when buyers ask “which AI translation tool is best for legal documents vs marketing copy” (58.3% of those answers) | 12.9% 95% CI 6.9–22.7% 9 mentions · avg pos 12.3 first pick 0% | — | GEMINI 25%CLAUDE 14.3%PERPLEXITY 3.6% | Claim |
| 19 | SYSTRAN Best for: AI recommends SYSTRAN most when buyers ask “alternatives to the dominant AI translation and localization platforms” (50% of those answers) | 11.4% 95% CI 5.9–21% 8 mentions · avg pos 10.6 first pick 12.5% | — | GEMINI 17.9%PERPLEXITY 10.7% | Claim |
| 20 | Amazon Translate Best for: AI recommends Amazon Translate most when buyers ask “alternatives to the dominant AI translation and localization platforms” (58.3% of those answers) | 11.4% 95% CI 5.9–21% 8 mentions · avg pos 11.8 first pick 12.5% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 21 | Unbabel unbabel.com Best for: AI recommends Unbabel most when buyers ask “alternatives to the dominant AI translation and localization platforms” (50% of those answers) | 11.4% 95% CI 5.9–21% 8 mentions · avg pos 12.8 first pick 0% | — | GEMINI 17.9%PERPLEXITY 10.7% | Claim |
| 22 | XTM Cloud xtm.ai Best for: AI recommends XTM Cloud most when buyers ask “what AI tool should I use to localize a SaaS product into multiple languages” (58.3% of those answers) | 10% 95% CI 4.9–19.2% 7 mentions · avg pos 6.4 first pick 0% | — | GEMINI 14.3%PERPLEXITY 10.7% | Claim |
| 23 | XTM Best for: AI recommends XTM most when buyers ask “alternatives to the dominant AI translation and localization platforms” (41.7% of those answers) | 10% 95% CI 4.9–19.2% 7 mentions · avg pos 7 first pick 0% | — | GEMINI 14.3%CLAUDE 14.3%PERPLEXITY 7.1% | Claim |
| 24 | MachineTranslation.com machinetranslation.com Best for: AI recommends MachineTranslation.com most when buyers ask “which AI translation tool is best for legal documents vs marketing copy” (41.7% of those answers) | 10% 95% CI 4.9–19.2% 7 mentions · avg pos 12 first pick 0% | — | GEMINI 7.1%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 10.7% | Claim |
| 25 | Argos Translate Best for: AI recommends Argos Translate most when buyers ask “alternatives to the dominant AI translation and localization platforms” (58.3% of those answers) | 10% 95% CI 4.9–19.2% 7 mentions · avg pos 15.1 first pick 14.3% | — | GEMINI 10.7%CHATGPT 14.3%PERPLEXITY 10.7% | Claim |
| 26 | Azure AI Translator Best for: AI recommends Azure AI Translator most when buyers ask “alternatives to the dominant AI translation and localization platforms” (33.3% of those answers) | 10% 95% CI 4.9–19.2% 7 mentions · avg pos 16.6 first pick 14.3% | — | GEMINI 10.7%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 3.6% | Claim |
| 27 | Phrase TMS Best for: AI recommends Phrase TMS most when buyers ask “best AI tools for professional translators and localization teams” (50% of those answers) | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 1.8 first pick 33.3% | — | GEMINI 14.3%CLAUDE 28.6% | Claim |
| 28 | DeepL Pro | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 6.5 first pick 0% | — | GEMINI 7.1%CLAUDE 42.9%PERPLEXITY 3.6% | Claim |
| 29 | Phrase Localization Platform phrase.com Best for: AI recommends Phrase Localization Platform most when buyers ask “alternatives to the dominant AI translation and localization platforms” (33.3% of those answers) | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 6.7 first pick 0% | — | GEMINI 3.6%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 10.7% | Claim |
| 30 | Junia AI junia.ai Best for: AI recommends Junia AI most when buyers ask “best AI translation assistant for business documents” (50% of those answers) | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 13.6 first pick 0% | — | GEMINI 17.9%PERPLEXITY 3.6% | Claim |
| 31 | Taskade taskade.com Best for: AI recommends Taskade most when buyers ask “alternatives to the dominant AI translation and localization platforms” (33.3% of those answers) | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 21.5 first pick 0% | — | GEMINI 14.3%PERPLEXITY 7.1% | Claim |
| 32 | Sonix sonix.ai Best for: AI recommends Sonix most when buyers ask “which AI translation tool is best for legal documents vs marketing copy” (66.7% of those answers) | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 1 first pick 80% | — | GEMINI 14.3%PERPLEXITY 3.6% | Claim |
| 33 | Numerous numerous.ai | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 7.8 first pick 0% | — | GEMINI 17.9% | Claim |
| 34 | OpenNMT Best for: AI recommends OpenNMT most when buyers ask “alternatives to the dominant AI translation and localization platforms” (41.7% of those answers) | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 9.8 first pick 0% | — | GEMINI 10.7%PERPLEXITY 7.1% | Claim |
| 35 | Localize Best for: AI recommends Localize most when buyers ask “what AI tool should I use to localize a SaaS product into multiple languages” (41.7% of those answers) | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 11.6 first pick 0% | — | GEMINI 14.3%CLAUDE 14.3% | Claim |
| 36 | Bureau Works Best for: AI recommends Bureau Works most when buyers ask “alternatives to the dominant AI translation and localization platforms” (41.7% of those answers) | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 11.8 first pick 0% | — | GEMINI 3.6%CHATGPT 14.3%PERPLEXITY 10.7% | Claim |
| 37 | ModernMT modernmt.com Best for: AI recommends ModernMT most when buyers ask “alternatives to the dominant AI translation and localization platforms” (50% of those answers) | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 16.8 first pick 0% | — | GEMINI 3.6%CHATGPT 14.3%PERPLEXITY 10.7% | Claim |
| 38 | Lara Translate | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 19 first pick 0% | — | GEMINI 10.7%PERPLEXITY 7.1% | Claim |
| 39 | Tolgee tolgee.io | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 5.3 first pick 25% | — | GEMINI 3.6%CHATGPT 14.3%CLAUDE 28.6% | Claim |
| 40 | Blend getblend.com Best for: AI recommends Blend most when buyers ask “what AI tool should I use to localize a SaaS product into multiple languages” (58.3% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 6 first pick 0% | — | GEMINI 3.6%PERPLEXITY 10.7% | Claim |
| 41 | Smartcat AI Best for: AI recommends Smartcat AI most when buyers ask “best AI translation assistant for business documents” (33.3% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 6.7 first pick 0% | — | GEMINI 7.1%PERPLEXITY 7.1% | Claim |
| 42 | Yandex Translate Best for: AI recommends Yandex Translate most when buyers ask “alternatives to the dominant AI translation and localization platforms” (33.3% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 9.3 first pick 0% | — | GEMINI 3.6%PERPLEXITY 10.7% | Claim |
| 43 | GlobalLink | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 10.3 first pick 0% | — | GEMINI 10.7%CLAUDE 14.3% | Claim |
| 44 | Apertium Best for: AI recommends Apertium most when buyers ask “alternatives to the dominant AI translation and localization platforms” (33.3% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 11.3 first pick 0% | — | GEMINI 3.6%PERPLEXITY 10.7% | Claim |
| 45 | Papago | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 14.3 first pick 0% | — | GEMINI 3.6%PERPLEXITY 10.7% | Claim |
| 46 | POEditor poeditor.com Best for: AI recommends POEditor most when buyers ask “how can AI help translators work faster without sacrificing accuracy” (33.3% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 15.3 first pick 0% | — | GEMINI 7.1%CHATGPT 14.3%CLAUDE 14.3% | Claim |
| 47 | TextUnited | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 16.3 first pick 0% | — | GEMINI 10.7%CHATGPT 14.3% | Claim |
| 48 | Opal workwithopal.com | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 7.3 first pick 33.3% | — | GEMINI 10.7% | Claim |
| 49 | Reverso reverso.net | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 11.7 first pick 0% | — | GEMINI 3.6%PERPLEXITY 7.1% | Claim |
| 50 | QuillBot quillbot.com | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 16 first pick 0% | — | GEMINI 7.1%PERPLEXITY 3.6% | Claim |
| 51 | Google Cloud Translation | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 30.3 first pick 0% | — | CHATGPT 28.6%PERPLEXITY 3.6% | Claim |
| 52 | RWS rws.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 3.5 first pick 50% | — | GEMINI 3.6%CHATGPT 14.3% | Claim |
| 53 | Trados Studio trados.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 4 first pick 0% | — | GEMINI 3.6%CHATGPT 14.3% | Claim |
| 54 | AWS aws.amazon.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 4.5 first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 55 | Lionbridge lionbridge.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 7 first pick 0% | — | GEMINI 7.1% | Claim |
| 56 | Weblate weblate.org | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 10.5 first pick 0% | — | GEMINI 3.6%CHATGPT 14.3% | Claim |
| 57 | MotionPoint motionpoint.com Best for: AI recommends MotionPoint most when buyers ask “how do I use AI to translate marketing content while preserving brand tone” (41.7% of those answers) | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 11 first pick 0% | — | GEMINI 3.6%PERPLEXITY 3.6% | Claim |
| 58 | Memsource memsource.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 12 first pick 0% | — | GEMINI 7.1% | Claim |
| 59 | Apigee cloud.google.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 14 first pick 0% | — | GEMINI 3.6%CHATGPT 14.3% | Claim |
| 60 | HeyGen heygen.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 18 first pick 0% | — | GEMINI 7.1% | Claim |
| 61 | Bering Lab beringlab.com Best for: AI recommends Bering Lab most when buyers ask “which AI translation tool is best for legal documents vs marketing copy” (41.7% of those answers) | 2.9% 95% CI 0.8–9.8% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 62 | DigitalOcean digitalocean.com | 2.9% 95% CI 0.8–9.8% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 63 | Anthropic Claude API anthropic.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 2 first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 64 | SimpleLocalize | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 3 first pick 0% | — | CLAUDE 14.3% | Claim |
| 65 | PROMT | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 4 first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 66 | Doclingo | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 7 first pick 0% | — | GEMINI 3.6% | Claim |
| 67 | Slack slack.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 8 first pick 0% | — | GEMINI 3.6% | Claim |
| 68 | TermBase | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 11 first pick 0% | — | GEMINI 3.6% | Claim |
| 69 | LingvaNex | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 12 first pick 0% | — | GEMINI 3.6% | Claim |
| 70 | Writer writer.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 12 first pick 0% | — | GEMINI 3.6% | Claim |
| 71 | SDL Trados Studio sdltrados.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 15 first pick 0% | — | GEMINI 3.6% | Claim |
| 72 | OneClickTerms | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 16 first pick 0% | — | GEMINI 3.6% | Claim |
| 73 | OneClickTerms by Sketch Engine | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 16 first pick 0% | — | GEMINI 3.6% | Claim |
| 74 | Microsoft Bing Translator | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 18 first pick 0% | — | GEMINI 3.6% | Claim |
| 75 | Pootle | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 21 first pick 0% | — | CHATGPT 14.3% | Claim |
| 76 | iTranslate itranslate.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 23 first pick 0% | — | GEMINI 3.6% | Claim |
| 77 | Azure SQL Serverless learn.microsoft.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 27 first pick 0% | — | CHATGPT 14.3% | Claim |
| 78 | Xbench | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 54 first pick 0% | — | CHATGPT 14.3% | Claim |
| 79 | Glean glean.com Best for: AI recommends Glean most when buyers ask “how do I use AI to translate marketing content while preserving brand tone” (41.7% of those answers) | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 80 | GuideFlow guideflow.com Best for: AI recommends GuideFlow most when buyers ask “what AI tool should I use to localize a SaaS product into multiple languages” (50% of those answers) | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 81 | Jasper jasper.ai Best for: AI recommends Jasper most when buyers ask “how do I use AI to translate marketing content while preserving brand tone” (33.3% of those answers) | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 82 | JotMe jotme.io | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 83 | Nitro | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | CLAUDE 14.3% | Claim |
| 84 | Optimizely optimizely.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 85 | ProZ proz.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | CLAUDE 14.3% | Claim |
| 86 | RWS Trados Enterprise | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | CLAUDE 14.3% | Claim |
| 87 | Userpilot userpilot.com Best for: AI recommends Userpilot most when buyers ask “what AI tool should I use to localize a SaaS product into multiple languages” (33.3% of those answers) | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 88 | WPML wpml.org | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
Reading the numbers: Share is a point estimate on 70 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.
Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.
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