What AI assistants actually recommend when buyers ask about sms marketing tools — measured weekly across 5 engines, published as open data.
Updated 2026-08-02 · 84 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: 84 AI answers · Window: Jul 5, 2026 – Aug 2, 2026 (4-week rolling) · trend vs prior 4 weeks (61 answers)
Across 84 sampled AI answers from 5 engines, Klaviyo is recommended most often — appearing in 66.7% of recommendations, followed by SimpleTexting (56%) and Twilio (54.8%).
This is a measurement of share of voice across 5 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | Klaviyo klaviyo.com Best for: AI recommends Klaviyo most when buyers ask “best SMS marketing tools for e-commerce brands” (100% of those answers) | 66.7% 95% CI 56.1–75.8% 56 mentions · avg pos 5.7 first pick 16.1% | — | GROK 100%GEMINI 50%CHATGPT 100%CLAUDE 71.4%PERPLEXITY 64.3% | Claim |
| 2 | SimpleTexting simpletexting.com Best for: AI recommends SimpleTexting most when buyers ask “affordable alternatives to large enterprise SMS marketing platforms” (100% of those answers) | 56% 95% CI 45.3–66.1% 47 mentions · avg pos 6 first pick 12.8% | — | GROK 71.4%GEMINI 60.7%CHATGPT 57.1%CLAUDE 50%PERPLEXITY 50% | Claim |
| 3 | Twilio twilio.com Best for: AI recommends Twilio most when buyers ask “best platforms for sending transactional and promotional SMS messages” (100% of those answers) | 54.8% 95% CI 44.1–65% 46 mentions · avg pos 7.5 first pick 15.2% | — | GROK 71.4%GEMINI 50%CHATGPT 71.4%CLAUDE 28.6%PERPLEXITY 64.3% | Claim |
| 4 | Attentive attentive.com Best for: AI recommends Attentive most when buyers ask “best SMS marketing tools for e-commerce brands” (100% of those answers) | 53.6% 95% CI 43–63.8% 45 mentions · avg pos 6.3 first pick 2.2% | — | GROK 100%GEMINI 42.9%CHATGPT 85.7%CLAUDE 57.1%PERPLEXITY 42.9% | Claim |
| 5 | Postscript postscript.io Best for: AI recommends Postscript most when buyers ask “best SMS marketing tools for e-commerce brands” (100% of those answers) | 48.8% 95% CI 38.4–59.3% 41 mentions · avg pos 7.4 first pick 9.8% | — | GROK 71.4%GEMINI 42.9%CHATGPT 71.4%CLAUDE 57.1%PERPLEXITY 39.3% | Claim |
| 6 | SlickText slicktext.com Best for: AI recommends SlickText most when buyers ask “affordable alternatives to large enterprise SMS marketing platforms” (100% of those answers) | 48.8% 95% CI 38.4–59.3% 41 mentions · avg pos 7.5 first pick 2.4% | — | GROK 85.7%GEMINI 57.1%CHATGPT 28.6%CLAUDE 42.9%PERPLEXITY 39.3% | Claim |
| 7 | Omnisend omnisend.com Best for: AI recommends Omnisend most when buyers ask “best SMS marketing tools for e-commerce brands” (100% of those answers) | 42.9% 95% CI 32.8–53.5% 36 mentions · avg pos 7.6 first pick 11.1% | — | GROK 71.4%GEMINI 39.3%CHATGPT 28.6%CLAUDE 50%PERPLEXITY 39.3% | Claim |
| 8 | EZ Texting eztexting.com Best for: AI recommends EZ Texting most when buyers ask “affordable alternatives to large enterprise SMS marketing platforms” (85.7% of those answers) | 36.9% 95% CI 27.4–47.6% 31 mentions · avg pos 6.6 first pick 3.2% | — | GROK 57.1%GEMINI 46.4%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 28.6% | Claim |
| 9 | TextMagic textmagic.com Best for: AI recommends TextMagic most when buyers ask “affordable alternatives to large enterprise SMS marketing platforms” (85.7% of those answers) | 33.3% 95% CI 24.2–43.9% 28 mentions · avg pos 6.7 first pick 3.6% | — | GROK 42.9%GEMINI 46.4%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 28.6% | Claim |
| 10 | Shopify shopify.com Best for: AI recommends Shopify most when buyers ask “best SMS marketing tools for e-commerce brands” (35.7% of those answers) | 20.2% 95% CI 13–30% 17 mentions · avg pos 4.9 first pick 35.3% | — | GEMINI 7.1%CHATGPT 85.7%CLAUDE 42.9%PERPLEXITY 10.7% | Claim |
| 11 | Textedly Best for: AI recommends Textedly most when buyers ask “affordable alternatives to large enterprise SMS marketing platforms” (71.4% of those answers) | 19% 95% CI 12.1–28.7% 16 mentions · avg pos 7.9 first pick 12.5% | — | GROK 42.9%GEMINI 25%CLAUDE 7.1%PERPLEXITY 17.9% | Claim |
| 12 | WooCommerce Best for: AI recommends WooCommerce most when buyers ask “what should I use to run SMS marketing campaigns for my online store” (64.3% of those answers) | 17.9% 95% CI 11.1–27.4% 15 mentions · avg pos 6.9 first pick 20% | — | GROK 28.6%GEMINI 17.9%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 7.1% | Claim |
| 13 | Mailchimp mailchimp.com | 17.9% 95% CI 11.1–27.4% 15 mentions · avg pos 7.6 first pick 0% | — | GROK 14.3%GEMINI 21.4%CHATGPT 14.3%CLAUDE 7.1%PERPLEXITY 21.4% | Claim |
| 14 | Salesmsg salesmsg.com Best for: AI recommends Salesmsg most when buyers ask “which SMS marketing platform has the best two-way conversation features” (50% of those answers) | 17.9% 95% CI 11.1–27.4% 15 mentions · avg pos 8.1 first pick 20% | — | GROK 42.9%GEMINI 17.9%CHATGPT 14.3%CLAUDE 21.4%PERPLEXITY 10.7% | Claim |
| 15 | Brevo brevo.com | 16.7% 95% CI 10.2–26.1% 14 mentions · avg pos 9.6 first pick 0% | — | GROK 57.1%GEMINI 3.6%PERPLEXITY 32.1% | Claim |
| 16 | Zapier AI zapier.com Best for: AI recommends Zapier AI most when buyers ask “affordable alternatives to large enterprise SMS marketing platforms” (64.3% of those answers) | 14.3% 95% CI 8.4–23.3% 12 mentions · avg pos 7 first pick 0% | — | GROK 42.9%GEMINI 3.6%PERPLEXITY 28.6% | Claim |
| 17 | TextUs textus.com Best for: AI recommends TextUs most when buyers ask “which SMS marketing platform has the best two-way conversation features” (71.4% of those answers) | 14.3% 95% CI 8.4–23.3% 12 mentions · avg pos 7.7 first pick 16.7% | — | GROK 14.3%GEMINI 14.3%CLAUDE 14.3%PERPLEXITY 17.9% | Claim |
| 18 | Infobip infobip.com Best for: AI recommends Infobip most when buyers ask “best platforms for sending transactional and promotional SMS messages” (71.4% of those answers) | 14.3% 95% CI 8.4–23.3% 12 mentions · avg pos 8.3 first pick 0% | — | GROK 28.6%GEMINI 25%CHATGPT 14.3%PERPLEXITY 7.1% | Claim |
| 19 | ActiveCampaign activecampaign.com Best for: AI recommends ActiveCampaign most when buyers ask “SMS marketing tools vs WhatsApp marketing tools for customer engagement” (42.9% of those answers) | 13.1% 95% CI 7.5–21.9% 11 mentions · avg pos 6 first pick 9.1% | — | GROK 28.6%GEMINI 7.1%PERPLEXITY 25% | Claim |
| 20 | Sinch sinch.com Best for: AI recommends Sinch most when buyers ask “best platforms for sending transactional and promotional SMS messages” (42.9% of those answers) | 11.9% 95% CI 6.6–20.5% 10 mentions · avg pos 9.5 first pick 0% | — | GROK 14.3%GEMINI 17.9%CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 3.6% | Claim |
| 21 | Plivo plivo.com Best for: AI recommends Plivo most when buyers ask “best platforms for sending transactional and promotional SMS messages” (64.3% of those answers) | 11.9% 95% CI 6.6–20.5% 10 mentions · avg pos 9.9 first pick 0% | — | GROK 14.3%GEMINI 10.7%CHATGPT 28.6%PERPLEXITY 14.3% | Claim |
| 22 | Braze braze.com Best for: AI recommends Braze most when buyers ask “best SMS marketing tools for e-commerce brands” (42.9% of those answers) | 11.9% 95% CI 6.6–20.5% 10 mentions · avg pos 14.8 first pick 0% | — | GROK 28.6%GEMINI 17.9%CHATGPT 14.3%CLAUDE 14.3% | Claim |
| 23 | Textla Best for: AI recommends Textla most when buyers ask “affordable alternatives to large enterprise SMS marketing platforms” (71.4% of those answers) | 10.7% 95% CI 5.7–19.1% 9 mentions · avg pos 2.6 first pick 44.4% | — | GROK 14.3%GEMINI 10.7%CLAUDE 7.1%PERPLEXITY 14.3% | Claim |
| 24 | MessageBird messagebird.com Best for: AI recommends MessageBird most when buyers ask “best platforms for sending transactional and promotional SMS messages” (35.7% of those answers) | 9.5% 95% CI 4.9–17.7% 8 mentions · avg pos 8.7 first pick 0% | — | GROK 14.3%GEMINI 14.3%CHATGPT 28.6%PERPLEXITY 3.6% | Claim |
| 25 | Telnyx telnyx.com Best for: AI recommends Telnyx most when buyers ask “best platforms for sending transactional and promotional SMS messages” (57.1% of those answers) | 9.5% 95% CI 4.9–17.7% 8 mentions · avg pos 11.7 first pick 0% | — | GROK 14.3%GEMINI 7.1%CHATGPT 28.6%PERPLEXITY 10.7% | Claim |
| 26 | Bird Best for: AI recommends Bird most when buyers ask “best platforms for sending transactional and promotional SMS messages” (50% of those answers) | 8.3% 95% CI 4.1–16.2% 7 mentions · avg pos 6 first pick 0% | — | GROK 14.3%GEMINI 10.7%CHATGPT 14.3%PERPLEXITY 7.1% | Claim |
| 27 | Sender sender.net | 8.3% 95% CI 4.1–16.2% 7 mentions · avg pos 8 first pick 0% | — | GEMINI 3.6%PERPLEXITY 21.4% | Claim |
| 28 | ClickSend clicksend.com | 8.3% 95% CI 4.1–16.2% 7 mentions · avg pos 11.6 first pick 0% | — | GROK 28.6%GEMINI 17.9% | Claim |
| 29 | Emotive emotive.io Best for: AI recommends Emotive most when buyers ask “how do I get started with SMS marketing for customer retention” (35.7% of those answers) | 8.3% 95% CI 4.1–16.2% 7 mentions · avg pos 24.5 first pick 0% | — | GROK 14.3%GEMINI 7.1%CLAUDE 7.1%PERPLEXITY 10.7% | Claim |
| 30 | HubSpot CRM hubspot.com Best for: AI recommends HubSpot CRM most when buyers ask “affordable alternatives to large enterprise SMS marketing platforms” (35.7% of those answers) | 8.3% 95% CI 4.1–16.2% 7 mentions first pick 0% | — | GEMINI 10.7%CHATGPT 14.3%PERPLEXITY 10.7% | Claim |
| 31 | BigCommerce bigcommerce.com | 7.1% 95% CI 3.3–14.7% 6 mentions · avg pos 3.4 first pick 33.3% | — | GEMINI 3.6%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 3.6% | Claim |
| 32 | SendPulse sendpulse.com Best for: AI recommends SendPulse most when buyers ask “best platforms for sending transactional and promotional SMS messages” (50% of those answers) | 7.1% 95% CI 3.3–14.7% 6 mentions · avg pos 7 first pick 0% | — | GROK 14.3%GEMINI 3.6%PERPLEXITY 14.3% | Claim |
| 33 | Yotpo yotpo.com | 7.1% 95% CI 3.3–14.7% 6 mentions · avg pos 16.7 first pick 0% | — | GROK 14.3%GEMINI 3.6%CLAUDE 7.1%PERPLEXITY 10.7% | Claim |
| 34 | Podium Best for: AI recommends Podium most when buyers ask “which SMS marketing platform has the best two-way conversation features” (42.9% of those answers) | 6% 95% CI 2.6–13.2% 5 mentions · avg pos 5.5 first pick 0% | — | GROK 14.3%GEMINI 3.6%CHATGPT 14.3%CLAUDE 14.3% | Claim |
| 35 | Textline | 6% 95% CI 2.6–13.2% 5 mentions · avg pos 7 first pick 0% | — | GROK 14.3%GEMINI 7.1%CHATGPT 14.3%CLAUDE 7.1% | Claim |
| 36 | Magento magento.com | 6% 95% CI 2.6–13.2% 5 mentions · avg pos 12 first pick 20% | — | GROK 14.3%GEMINI 3.6%CHATGPT 14.3%CLAUDE 7.1%PERPLEXITY 3.6% | Claim |
| 37 | Insider One insiderone.com | 6% 95% CI 2.6–13.2% 5 mentions · avg pos 16 first pick 0% | — | GROK 14.3%PERPLEXITY 14.3% | Claim |
| 38 | Subtext joinsubtext.com Best for: AI recommends Subtext most when buyers ask “which SMS marketing platform has the best two-way conversation features” (35.7% of those answers) | 4.8% 95% CI 1.9–11.6% 4 mentions · avg pos 2 first pick 25% | — | GEMINI 3.6%CLAUDE 7.1%PERPLEXITY 7.1% | Claim |
| 39 | TxtCart txtcart.ai | 4.8% 95% CI 1.9–11.6% 4 mentions · avg pos 8 first pick 0% | — | GEMINI 3.6%CLAUDE 7.1%PERPLEXITY 7.1% | Claim |
| 40 | Text-Em-All text-em-all.com | 4.8% 95% CI 1.9–11.6% 4 mentions · avg pos 11 first pick 0% | — | GEMINI 14.3% | Claim |
| 41 | Sendinblue sendinblue.com | 4.8% 95% CI 1.9–11.6% 4 mentions · avg pos 19.5 first pick 0% | — | GROK 14.3%GEMINI 3.6%PERPLEXITY 7.1% | Claim |
| 42 | Prelude prelude.so Best for: AI recommends Prelude most when buyers ask “best platforms for sending transactional and promotional SMS messages” (42.9% of those answers) | 3.6% 95% CI 1.2–10% 3 mentions · avg pos 1 first pick 66.7% | — | GROK 14.3%GEMINI 3.6%PERPLEXITY 3.6% | Claim |
| 43 | Referrizer | 3.6% 95% CI 1.2–10% 3 mentions · avg pos 2.3 first pick 33.3% | — | GEMINI 7.1%CLAUDE 7.1% | Claim |
| 44 | Textellent textellent.com Best for: AI recommends Textellent most when buyers ask “which SMS marketing platform has the best two-way conversation features” (42.9% of those answers) | 3.6% 95% CI 1.2–10% 3 mentions · avg pos 3 first pick 0% | — | GEMINI 7.1%PERPLEXITY 3.6% | Claim |
| 45 | Sakari sakari.io | 3.6% 95% CI 1.2–10% 3 mentions · avg pos 5.5 first pick 0% | — | GROK 28.6%PERPLEXITY 3.6% | Claim |
| 46 | Nexmo vonage.com | 3.6% 95% CI 1.2–10% 3 mentions · avg pos 7 first pick 0% | — | GEMINI 3.6%PERPLEXITY 7.1% | Claim |
| 47 | Mobile Text Alerts mobile-text-alerts.com | 3.6% 95% CI 1.2–10% 3 mentions · avg pos 11 first pick 0% | — | GEMINI 7.1%PERPLEXITY 3.6% | Claim |
| 48 | WATI | 3.6% 95% CI 1.2–10% 3 mentions · avg pos 20.5 first pick 0% | — | GROK 14.3%CHATGPT 14.3%PERPLEXITY 3.6% | Claim |
| 49 | SleekFlow | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 1 first pick 50% | — | GROK 14.3%PERPLEXITY 3.6% | Claim |
| 50 | Telesign telesign.com | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 5 first pick 0% | — | GROK 14.3%GEMINI 3.6% | Claim |
| 51 | Constant Contact constantcontact.com | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 7 first pick 0% | — | GROK 14.3%GEMINI 3.6% | Claim |
| 52 | Mogli mogli.com | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 9 first pick 0% | — | GROK 14.3%PERPLEXITY 3.6% | Claim |
| 53 | Zoho zoho.com | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 9 first pick 0% | — | GEMINI 3.6%PERPLEXITY 3.6% | Claim |
| 54 | Markopolo markopolo.ai | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 13 first pick 0% | — | GEMINI 3.6%PERPLEXITY 3.6% | Claim |
| 55 | Shutterstock shutterstock.com | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 13 first pick 0% | — | GEMINI 7.1% | Claim |
| 56 | MessageDesk | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 15.5 first pick 0% | — | GROK 14.3%CHATGPT 14.3% | Claim |
| 57 | Courier courier.com | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 20 first pick 0% | — | CHATGPT 14.3%PERPLEXITY 3.6% | Claim |
| 58 | Respond.io respond.io | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 21.5 first pick 0% | — | GROK 14.3%CHATGPT 14.3% | Claim |
| 59 | SMSBump smsbump.com | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 21.5 first pick 0% | — | GROK 14.3%PERPLEXITY 3.6% | Claim |
| 60 | Gupshup | 2.4% 95% CI 0.7–8.3% 2 mentions · avg pos 25 first pick 0% | — | CHATGPT 14.3%PERPLEXITY 3.6% | Claim |
| 61 | Bloomreach bloomreach.com | 2.4% 95% CI 0.7–8.3% 2 mentions first pick 0% | — | CLAUDE 7.1%PERPLEXITY 3.6% | Claim |
| 62 | Customer.io customer.io | 2.4% 95% CI 0.7–8.3% 2 mentions first pick 0% | — | CLAUDE 7.1%PERPLEXITY 3.6% | Claim |
| 63 | F6S f6s.com | 2.4% 95% CI 0.7–8.3% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 64 | Lifesight lifesight.io | 2.4% 95% CI 0.7–8.3% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 65 | NICE CXone nice.com | 2.4% 95% CI 0.7–8.3% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 66 | ArminCX chatarmin.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 2 first pick 0% | — | GROK 14.3% | Claim |
| 67 | Zendesk zendesk.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 2 first pick 0% | — | GEMINI 3.6% | Claim |
| 68 | Avochato avochato.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 5 first pick 0% | — | CLAUDE 7.1% | Claim |
| 69 | Bandwidth bandwidth.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 5 first pick 0% | — | GEMINI 3.6% | Claim |
| 70 | Slack slack.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 5 first pick 0% | — | CLAUDE 7.1% | Claim |
| 71 | Pushwoosh pushwoosh.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 8 first pick 0% | — | GROK 14.3% | Claim |
| 72 | dotdigital dotdigital.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 8 first pick 0% | — | GROK 14.3% | Claim |
| 73 | Heymarket | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 9 first pick 0% | — | GROK 14.3% | Claim |
| 74 | TrueDialog | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 10 first pick 0% | — | GEMINI 3.6% | Claim |
| 75 | MailUp mailup.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 11 first pick 0% | — | GEMINI 3.6% | Claim |
| 76 | Zigpoll zigpoll.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 12 first pick 0% | — | GROK 14.3% | Claim |
| 77 | Listrak listrak.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 15 first pick 0% | — | GEMINI 3.6% | Claim |
| 78 | Wunderkind wunderkind.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 16 first pick 0% | — | GEMINI 3.6% | Claim |
| 79 | MessageMedia messagemedia.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 20 first pick 0% | — | GEMINI 3.6% | Claim |
| 80 | Interakt | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 26 first pick 0% | — | CHATGPT 14.3% | Claim |
| 81 | Albato albato.com | 1.2% 95% CI 0.2–6.4% 1 mentions · avg pos 34 first pick 0% | — | GROK 14.3% | Claim |
| 82 | AfterShip aftership.com | 1.2% 95% CI 0.2–6.4% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 83 | Agentforce salesforce.com | 1.2% 95% CI 0.2–6.4% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 84 | Blustream blustream.ai | 1.2% 95% CI 0.2–6.4% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 85 | Community community.com | 1.2% 95% CI 0.2–6.4% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 86 | LoyaltyLoop loyaltyloop.com | 1.2% 95% CI 0.2–6.4% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 87 | MSG91 msg91.com | 1.2% 95% CI 0.2–6.4% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 88 | Maestra maestra.ai | 1.2% 95% CI 0.2–6.4% 1 mentions first pick 0% | — | CLAUDE 7.1% | Claim |
| 89 | ShipBob shipbob.com | 1.2% 95% CI 0.2–6.4% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 90 | TechTo Networks techtonetworks.com | 1.2% 95% CI 0.2–6.4% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 91 | Textlocal textlocal.com | 1.2% 95% CI 0.2–6.4% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
Reading the numbers: Share is a point estimate on 84 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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