What AI assistants actually recommend when buyers ask about user onboarding software — measured weekly across 5 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 (42 answers)
Across 70 sampled AI answers from 5 engines, Appcues is recommended most often — appearing in 72.9% of recommendations, followed by Userpilot (65.7%) and Pendo (52.9%).
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 | Appcues appcues.com Best for: AI recommends Appcues most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (91.7% of those answers) | 72.9% 95% CI 61.5–81.9% 51 mentions · avg pos 3.6 first pick 25.5% | — | GROK 85.7%GEMINI 61.9%CHATGPT 71.4%CLAUDE 78.6%PERPLEXITY 76.2% | Claim |
| 2 | Userpilot userpilot.com Best for: AI recommends Userpilot most when buyers ask “best no-code onboarding flow builder for web applications” (91.7% of those answers) | 65.7% 95% CI 54–75.8% 46 mentions · avg pos 3.6 first pick 23.9% | — | GROK 85.7%GEMINI 57.1%CHATGPT 71.4%CLAUDE 71.4%PERPLEXITY 61.9% | Claim |
| 3 | Pendo pendo.io Best for: AI recommends Pendo most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (83.3% of those answers) | 52.9% 95% CI 41.3–64.1% 37 mentions · avg pos 7.5 first pick 8.1% | — | GROK 71.4%GEMINI 71.4%CHATGPT 71.4%CLAUDE 64.3%PERPLEXITY 14.3% | Claim |
| 4 | Userflow userflow.com Best for: AI recommends Userflow most when buyers ask “best no-code onboarding flow builder for web applications” (100% of those answers) | 45.7% 95% CI 34.6–57.3% 32 mentions · avg pos 4.5 first pick 25% | — | GROK 42.9%GEMINI 47.6%CHATGPT 57.1%CLAUDE 42.9%PERPLEXITY 42.9% | Claim |
| 5 | UserGuiding userguiding.com Best for: AI recommends UserGuiding most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (83.3% of those answers) | 42.9% 95% CI 31.9–54.5% 30 mentions · avg pos 6.1 first pick 30% | — | GROK 57.1%GEMINI 52.4%CHATGPT 28.6%CLAUDE 57.1%PERPLEXITY 23.8% | Claim |
| 6 | Chameleon chameleon.io Best for: AI recommends Chameleon most when buyers ask “what should I use to build interactive product tours for new users” (75% of those answers) | 42.9% 95% CI 31.9–54.5% 30 mentions · avg pos 6.5 first pick 6.7% | — | GROK 71.4%GEMINI 52.4%CHATGPT 42.9%CLAUDE 57.1%PERPLEXITY 14.3% | Claim |
| 7 | Product Fruits productfruits.com Best for: AI recommends Product Fruits most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (66.7% of those answers) | 32.9% 95% CI 23–44.5% 23 mentions · avg pos 6.1 first pick 8.7% | — | GROK 42.9%GEMINI 47.6%CHATGPT 14.3%CLAUDE 28.6%PERPLEXITY 23.8% | Claim |
| 8 | WalkMe walkme.com Best for: AI recommends WalkMe most when buyers ask “which onboarding tool works best for complex B2B SaaS products” (91.7% of those answers) | 31.4% 95% CI 21.8–43% 22 mentions · avg pos 7 first pick 13.6% | — | GROK 57.1%GEMINI 23.8%CHATGPT 42.9%CLAUDE 28.6%PERPLEXITY 28.6% | Claim |
| 9 | Whatfix whatfix.com Best for: AI recommends Whatfix most when buyers ask “which onboarding tool works best for complex B2B SaaS products” (91.7% of those answers) | 30% 95% CI 20.5–41.5% 21 mentions · avg pos 5 first pick 14.3% | — | GROK 28.6%GEMINI 42.9%CHATGPT 14.3%CLAUDE 21.4%PERPLEXITY 28.6% | Claim |
| 10 | Rocketlane rocketlane.com Best for: AI recommends Rocketlane most when buyers ask “which onboarding tool works best for complex B2B SaaS products” (83.3% of those answers) | 20% 95% CI 12.3–30.8% 14 mentions · avg pos 6.7 first pick 7.1% | — | GROK 28.6%GEMINI 23.8%CLAUDE 21.4%PERPLEXITY 19% | Claim |
| 11 | GUIDEcx guidecx.com Best for: AI recommends GUIDEcx most when buyers ask “which onboarding tool works best for complex B2B SaaS products” (66.7% of those answers) | 15.7% 95% CI 9–26% 11 mentions · avg pos 6 first pick 18.2% | — | GROK 14.3%GEMINI 9.5%CLAUDE 21.4%PERPLEXITY 23.8% | Claim |
| 12 | Hopscotch hopscotch.club Best for: AI recommends Hopscotch most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (50% of those answers) | 15.7% 95% CI 9–26% 11 mentions · avg pos 8 first pick 9.1% | — | GROK 14.3%GEMINI 28.6%CLAUDE 7.1%PERPLEXITY 14.3% | Claim |
| 13 | Gainsight gainsight.com Best for: AI recommends Gainsight most when buyers ask “which onboarding tool works best for complex B2B SaaS products” (41.7% of those answers) | 15.7% 95% CI 9–26% 11 mentions · avg pos 10.1 first pick 0% | — | GROK 28.6%GEMINI 19%CLAUDE 21.4%PERPLEXITY 9.5% | Claim |
| 14 | Amplitude amplitude.com Best for: AI recommends Amplitude most when buyers ask “best user onboarding software for SaaS apps” (33.3% of those answers) | 15.7% 95% CI 9–26% 11 mentions · avg pos 13.2 first pick 0% | — | GROK 28.6%GEMINI 9.5%CHATGPT 42.9%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 15 | Dock dock.us Best for: AI recommends Dock most when buyers ask “best user onboarding software for SaaS apps” (41.7% of those answers) | 14.3% 95% CI 7.9–24.3% 10 mentions · avg pos 10.6 first pick 0% | — | GROK 28.6%GEMINI 19%CLAUDE 7.1%PERPLEXITY 14.3% | Claim |
| 16 | Mixpanel mixpanel.com Best for: AI recommends Mixpanel most when buyers ask “best user onboarding software for SaaS apps” (50% of those answers) | 12.9% 95% CI 6.9–22.7% 9 mentions · avg pos 13.7 first pick 0% | — | GROK 42.9%GEMINI 9.5%CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 4.8% | Claim |
| 17 | Jimo jimo.ai Best for: AI recommends Jimo most when buyers ask “which onboarding tool works best for complex B2B SaaS products” (58.3% of those answers) | 11.4% 95% CI 5.9–21% 8 mentions · avg pos 8.8 first pick 0% | — | GEMINI 14.3%PERPLEXITY 23.8% | Claim |
| 18 | Supademo supademo.com Best for: AI recommends Supademo most when buyers ask “what should I use to build interactive product tours for new users” (50% of those answers) | 11.4% 95% CI 5.9–21% 8 mentions · avg pos 10.7 first pick 0% | — | GROK 14.3%GEMINI 23.8%PERPLEXITY 9.5% | Claim |
| 19 | Intercom intercom.com Best for: AI recommends Intercom most when buyers ask “best user onboarding software for SaaS apps” (33.3% of those answers) | 11.4% 95% CI 5.9–21% 8 mentions · avg pos 13 first pick 0% | — | GROK 14.3%GEMINI 23.8%CHATGPT 28.6% | Claim |
| 20 | Gusto gusto.com Best for: AI recommends Gusto most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (50% of those answers) | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 6 first pick 16.7% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 21 | OnRamp onramp.us Best for: AI recommends OnRamp most when buyers ask “which onboarding tool works best for complex B2B SaaS products” (58.3% of those answers) | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 6.4 first pick 0% | — | GROK 14.3%GEMINI 4.8%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 22 | UserTour | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 8.2 first pick 0% | — | GROK 14.3%GEMINI 9.5%CHATGPT 14.3%CLAUDE 14.3% | Claim |
| 23 | Valuecase valuecase.com Best for: AI recommends Valuecase most when buyers ask “which onboarding tool works best for complex B2B SaaS products” (66.7% of those answers) | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 8.4 first pick 0% | — | GROK 28.6%GEMINI 9.5%CLAUDE 7.1%PERPLEXITY 4.8% | Claim |
| 24 | BambooHR bamboohr.com Best for: AI recommends BambooHR most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (50% of those answers) | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 8.5 first pick 0% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 25 | Intro.js Best for: AI recommends Intro.js most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (33.3% of those answers) | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 13.2 first pick 0% | — | GROK 28.6%GEMINI 4.8%CHATGPT 14.3%CLAUDE 7.1%PERPLEXITY 4.8% | Claim |
| 26 | Apty apty.ai Best for: AI recommends Apty most when buyers ask “best user onboarding software for SaaS apps” (41.7% of those answers) | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 3 first pick 0% | — | GROK 14.3%PERPLEXITY 19% | Claim |
| 27 | Storylane Best for: AI recommends Storylane most when buyers ask “what should I use to build interactive product tours for new users” (50% of those answers) | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 4 first pick 20% | — | GROK 14.3%GEMINI 4.8%PERPLEXITY 14.3% | Claim |
| 28 | Navattic Best for: AI recommends Navattic most when buyers ask “what should I use to build interactive product tours for new users” (58.3% of those answers) | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 6 first pick 0% | — | GROK 14.3%GEMINI 4.8%PERPLEXITY 14.3% | Claim |
| 29 | Crescendo.ai crescendo.ai Best for: AI recommends Crescendo.ai most when buyers ask “best user onboarding software for SaaS apps” (58.3% of those answers) | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 12.8 first pick 0% | — | GROK 14.3%GEMINI 14.3%PERPLEXITY 4.8% | Claim |
| 30 | PostHog posthog.com | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 13.8 first pick 0% | — | GROK 14.3%GEMINI 9.5%CHATGPT 14.3%CLAUDE 7.1% | Claim |
| 31 | Shepherd.js Best for: AI recommends Shepherd.js most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (41.7% of those answers) | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 14.6 first pick 0% | — | GROK 28.6%GEMINI 9.5%CHATGPT 14.3% | Claim |
| 32 | Bubble bubble.io Best for: AI recommends Bubble most when buyers ask “best no-code onboarding flow builder for web applications” (50% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 3 first pick 0% | — | GROK 14.3%GEMINI 4.8%PERPLEXITY 9.5% | Claim |
| 33 | HelpHero helphero.co | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 7.3 first pick 0% | — | GEMINI 14.3%PERPLEXITY 4.8% | Claim |
| 34 | Arcade arcade.software Best for: AI recommends Arcade most when buyers ask “what should I use to build interactive product tours for new users” (58.3% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 8 first pick 0% | — | GROK 14.3%GEMINI 9.5%PERPLEXITY 4.8% | Claim |
| 35 | GuideFlow guideflow.com Best for: AI recommends GuideFlow most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (33.3% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 8.5 first pick 0% | — | CHATGPT 14.3%PERPLEXITY 14.3% | Claim |
| 36 | Loom loom.com | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 11.5 first pick 0% | — | GROK 14.3%GEMINI 14.3% | Claim |
| 37 | ChurnZero churnzero.net | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 13 first pick 0% | — | GROK 14.3%GEMINI 4.8%CLAUDE 14.3% | Claim |
| 38 | Driver.js | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 18.3 first pick 0% | — | GROK 28.6%GEMINI 4.8%CHATGPT 14.3% | Claim |
| 39 | Slack slack.com | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 1 first pick 66.7% | — | GROK 14.3%CLAUDE 14.3% | Claim |
| 40 | Collage | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 2 first pick 0% | — | GEMINI 4.8%PERPLEXITY 9.5% | Claim |
| 41 | Totango totango.com | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 6 first pick 0% | — | CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 42 | Notion notion.so Best for: AI recommends Notion most when buyers ask “affordable alternatives to large onboarding and product adoption platforms” (33.3% of those answers) | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 8 first pick 0% | — | GEMINI 4.8%PERPLEXITY 9.5% | Claim |
| 43 | Connecteam connecteam.com | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 11 first pick 0% | — | GEMINI 9.5%PERPLEXITY 4.8% | Claim |
| 44 | React Joyride | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 11.7 first pick 0% | — | GROK 14.3%GEMINI 9.5% | Claim |
| 45 | HubSpot CRM hubspot.com | 4.3% 95% CI 1.5–11.9% 3 mentions first pick 0% | — | GROK 14.3%GEMINI 4.8%CLAUDE 7.1% | Claim |
| 46 | Kompassify kompassify.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 1 first pick 50% | — | CLAUDE 7.1%PERPLEXITY 4.8% | Claim |
| 47 | Webflow webflow.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 3 first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 48 | Tandem tandem.chat | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 4.5 first pick 0% | — | GEMINI 4.8%PERPLEXITY 4.8% | Claim |
| 49 | Usetiful usetiful.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 5 first pick 0% | — | CLAUDE 14.3% | Claim |
| 50 | Jotform jotform.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 8 first pick 0% | — | GEMINI 4.8%PERPLEXITY 4.8% | Claim |
| 51 | ActiveCampaign activecampaign.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 12.5 first pick 0% | — | GEMINI 9.5% | Claim |
| 52 | Zendesk zendesk.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 12.5 first pick 0% | — | GROK 14.3%CHATGPT 14.3% | Claim |
| 53 | Customer.io customer.io | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 13.5 first pick 0% | — | GEMINI 4.8%CHATGPT 14.3% | Claim |
| 54 | Flook flook.co | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 14 first pick 0% | — | GROK 14.3%PERPLEXITY 4.8% | Claim |
| 55 | ClickUp clickup.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 15 first pick 0% | — | GEMINI 4.8%PERPLEXITY 4.8% | Claim |
| 56 | Paddle paddle.com Best for: AI recommends Paddle most when buyers ask “how do I reduce time-to-value for new SaaS users through better onboarding” (33.3% of those answers) | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 16 first pick 0% | — | GROK 14.3%PERPLEXITY 4.8% | Claim |
| 57 | Heap heap.io | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 17 first pick 0% | — | GROK 14.3%GEMINI 4.8% | Claim |
| 58 | Product Led productled.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 32 first pick 0% | — | GROK 14.3%PERPLEXITY 4.8% | Claim |
| 59 | ProProfs Training Maker proprofstraining.com | 2.9% 95% CI 0.8–9.8% 2 mentions first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 60 | Softr softr.io | 2.9% 95% CI 0.8–9.8% 2 mentions first pick 0% | — | GROK 14.3%GEMINI 4.8% | Claim |
| 61 | WebHR webhr.com | 2.9% 95% CI 0.8–9.8% 2 mentions first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 62 | Talent HR | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 1 first pick 100% | — | GEMINI 4.8% | Claim |
| 63 | Aligned | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 2 first pick 0% | — | CHATGPT 14.3% | Claim |
| 64 | Figma figma.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 2 first pick 0% | — | GROK 14.3% | Claim |
| 65 | Homebase joinhomebase.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 2 first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 66 | HowdyGo howdygo.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 3 first pick 0% | — | GROK 14.3% | Claim |
| 67 | Userorbit userorbit.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 5 first pick 0% | — | CHATGPT 14.3% | Claim |
| 68 | CleverX cleverx.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 8 first pick 0% | — | GROK 14.3% | Claim |
| 69 | Onboardly onboardly.tech | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 9 first pick 0% | — | GEMINI 4.8% | Claim |
| 70 | Moxo moxo.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 11 first pick 0% | — | GEMINI 4.8% | Claim |
| 71 | Typeform typeform.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 11 first pick 0% | — | GROK 14.3% | Claim |
| 72 | Freshworks | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 14 first pick 0% | — | GEMINI 4.8% | Claim |
| 73 | Airtable airtable.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 15 first pick 0% | — | GEMINI 4.8% | Claim |
| 74 | Braze braze.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 16 first pick 0% | — | CHATGPT 14.3% | Claim |
| 75 | eWebinar ewebinar.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 17 first pick 0% | — | GEMINI 4.8% | Claim |
| 76 | Rippling rippling.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 20 first pick 0% | — | GEMINI 4.8% | Claim |
| 77 | Gain gainhq.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 25 first pick 0% | — | GEMINI 4.8% | Claim |
| 78 | IdeaPlan Templates ideaplan.io | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 29 first pick 0% | — | CHATGPT 14.3% | Claim |
| 79 | Crisp crisp.chat | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 44 first pick 0% | — | CHATGPT 14.3% | Claim |
| 80 | Consensus consensus.app | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | CLAUDE 7.1% | Claim |
| 81 | Docebo docebo.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 82 | Dropbox Sign dropbox.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | CLAUDE 7.1% | Claim |
| 83 | ExperimentFlow experimentflow.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 84 | F6S f6s.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 85 | FirstHR firsthr.app | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 86 | Freshteam freshteam.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 87 | GoConsensus goconsensus.com Best for: AI recommends GoConsensus most when buyers ask “what should I use to build interactive product tours for new users” (33.3% of those answers) | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 88 | Guideless guideless.ai | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 89 | HiBob hibob.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 90 | Insider One insiderone.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 91 | Onboard.io onboard.io | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 92 | SourceForge sourceforge.net | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 93 | Tour Kit usertourkit.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 94 | Userlist userlist.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 95 | WeWeb weweb.io | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | GROK 14.3% | 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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