What AI assistants actually recommend when buyers ask about innovation management software — measured weekly across 5 engines, published as open data.
Updated 2026-08-02 · 66 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: 66 AI answers · Window: Jul 5, 2026 – Aug 2, 2026 (4-week rolling) · trend vs prior 4 weeks (50 answers)
Across 66 sampled AI answers from 5 engines, Brightidea is recommended most often — appearing in 72.7% of recommendations, followed by HYPE (63.6%) and IdeaScale (62.1%).
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 | Brightidea ideawake.com Best for: AI recommends Brightidea most when buyers ask “best platforms for running internal idea management and innovation challenges” (100% of those answers) | 72.7% 95% CI 61–82% 48 mentions · avg pos 4.2 first pick 25% | — | GROK 100%GEMINI 75%CHATGPT 66.7%CLAUDE 33.3%PERPLEXITY 75% | Claim |
| 2 | HYPE Best for: AI recommends HYPE most when buyers ask “best platforms for running internal idea management and innovation challenges” (100% of those answers) | 63.6% 95% CI 51.6–74.2% 42 mentions · avg pos 5.1 first pick 14.3% | — | GROK 100%GEMINI 79.2%CHATGPT 50%CLAUDE 16.7%PERPLEXITY 54.2% | Claim |
| 3 | IdeaScale ideascale.com Best for: AI recommends IdeaScale most when buyers ask “best platforms for running internal idea management and innovation challenges” (92.3% of those answers) | 62.1% 95% CI 50.1–72.9% 41 mentions · avg pos 6.2 first pick 4.9% | — | GROK 83.3%GEMINI 75%CHATGPT 50%CLAUDE 50%PERPLEXITY 50% | Claim |
| 4 | Qmarkets qmarkets.net Best for: AI recommends Qmarkets most when buyers ask “best innovation management software for large organizations” (84.6% of those answers) | 60.6% 95% CI 48.5–71.5% 40 mentions · avg pos 6.2 first pick 15% | — | GROK 100%GEMINI 75%CHATGPT 50%CLAUDE 33.3%PERPLEXITY 45.8% | Claim |
| 5 | ITONICS itonics-innovation.com Best for: AI recommends ITONICS most when buyers ask “best innovation management software for large organizations” (84.6% of those answers) | 59.1% 95% CI 47–70.1% 39 mentions · avg pos 7.1 first pick 17.9% | — | GROK 100%GEMINI 58.3%CHATGPT 33.3%CLAUDE 33.3%PERPLEXITY 62.5% | Claim |
| 6 | HYPE Innovation hypeinnovation.com Best for: AI recommends HYPE Innovation most when buyers ask “best platforms for running internal idea management and innovation challenges” (92.3% of those answers) | 57.6% 95% CI 45.6–68.8% 38 mentions · avg pos 5.3 first pick 15.8% | — | GROK 83.3%GEMINI 75%CHATGPT 50%CLAUDE 16.7%PERPLEXITY 45.8% | Claim |
| 7 | Wazoku Best for: AI recommends Wazoku most when buyers ask “best platforms for running internal idea management and innovation challenges” (100% of those answers) | 50% 95% CI 38.3–61.7% 33 mentions · avg pos 7.1 first pick 3% | — | GROK 66.7%GEMINI 62.5%CHATGPT 33.3%CLAUDE 16.7%PERPLEXITY 45.8% | Claim |
| 8 | Ideanote ideanote.com Best for: AI recommends Ideanote most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (69.2% of those answers) | 37.9% 95% CI 27.1–49.9% 25 mentions · avg pos 7.1 first pick 24% | — | GROK 33.3%GEMINI 45.8%CHATGPT 16.7%PERPLEXITY 45.8% | Claim |
| 9 | InnovationCast Best for: AI recommends InnovationCast most when buyers ask “best platforms for running internal idea management and innovation challenges” (53.8% of those answers) | 37.9% 95% CI 27.1–49.9% 25 mentions · avg pos 8.2 first pick 0% | — | GROK 83.3%GEMINI 45.8%PERPLEXITY 37.5% | Claim |
| 10 | Planview planview.com Best for: AI recommends Planview most when buyers ask “best innovation management software for large organizations” (53.8% of those answers) | 31.8% 95% CI 21.8–43.8% 21 mentions · avg pos 9.6 first pick 0% | — | GROK 66.7%GEMINI 41.7%CHATGPT 50%PERPLEXITY 16.7% | Claim |
| 11 | Viima viima.com Best for: AI recommends Viima most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (69.2% of those answers) | 28.8% 95% CI 19.3–40.6% 19 mentions · avg pos 6.1 first pick 5.3% | — | GROK 50%GEMINI 25%CLAUDE 16.7%PERPLEXITY 37.5% | Claim |
| 12 | Microsoft Teams Best for: AI recommends Microsoft Teams most when buyers ask “what should I use to run employee idea challenges and innovation programs” (76.9% of those answers) | 28.8% 95% CI 19.3–40.6% 19 mentions · avg pos 7.5 first pick 21.1% | — | GROK 33.3%GEMINI 33.3%CHATGPT 50%CLAUDE 16.7%PERPLEXITY 20.8% | Claim |
| 13 | Sideways 6 Best for: AI recommends Sideways 6 most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (61.5% of those answers) | 28.8% 95% CI 19.3–40.6% 19 mentions · avg pos 9.1 first pick 0% | — | GROK 66.7%GEMINI 29.2%CHATGPT 33.3%CLAUDE 16.7%PERPLEXITY 20.8% | Claim |
| 14 | Slack slack.com Best for: AI recommends Slack most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (53.8% of those answers) | 27.3% 95% CI 18–39% 18 mentions · avg pos 11.2 first pick 5.6% | — | GROK 66.7%GEMINI 29.2%CHATGPT 50%PERPLEXITY 16.7% | Claim |
| 15 | Jira Best for: AI recommends Jira most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (38.5% of those answers) | 22.7% 95% CI 14.3–34.2% 15 mentions · avg pos 15.4 first pick 6.7% | — | GROK 50%GEMINI 25%CHATGPT 83.3%PERPLEXITY 4.2% | Claim |
| 16 | Planview IdeaPlace Best for: AI recommends Planview IdeaPlace most when buyers ask “best innovation management software for large organizations” (38.5% of those answers) | 21.2% 95% CI 13.1–32.5% 14 mentions · avg pos 10.2 first pick 0% | — | GROK 50%GEMINI 25%CHATGPT 50%PERPLEXITY 8.3% | Claim |
| 17 | Traction Technology tractiontechnology.com Best for: AI recommends Traction Technology most when buyers ask “best innovation management software for large organizations” (46.2% of those answers) | 19.7% 95% CI 11.9–30.8% 13 mentions · avg pos 10 first pick 0% | — | GROK 66.7%GEMINI 4.2%PERPLEXITY 33.3% | Claim |
| 18 | Microsoft 365 Best for: AI recommends Microsoft 365 most when buyers ask “best platforms for running internal idea management and innovation challenges” (38.5% of those answers) | 19.7% 95% CI 11.9–30.8% 13 mentions · avg pos 10.8 first pick 0% | — | GROK 66.7%GEMINI 16.7%CHATGPT 50%PERPLEXITY 8.3% | Claim |
| 19 | Planbox Best for: AI recommends Planbox most when buyers ask “best platforms for running internal idea management and innovation challenges” (38.5% of those answers) | 18.2% 95% CI 10.7–29.1% 12 mentions · avg pos 10.7 first pick 8.3% | — | GROK 16.7%GEMINI 33.3%CHATGPT 33.3%CLAUDE 16.7% | Claim |
| 20 | Canny canny.io Best for: AI recommends Canny most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (46.2% of those answers) | 16.7% 95% CI 9.6–27.4% 11 mentions · avg pos 7.1 first pick 0% | — | GROK 33.3%GEMINI 16.7%CHATGPT 16.7%PERPLEXITY 16.7% | Claim |
| 21 | Agorize Best for: AI recommends Agorize most when buyers ask “which innovation platform works best for open innovation with external partners” (53.8% of those answers) | 16.7% 95% CI 9.6–27.4% 11 mentions · avg pos 9.7 first pick 0% | — | GROK 16.7%GEMINI 16.7%CHATGPT 33.3%CLAUDE 33.3%PERPLEXITY 8.3% | Claim |
| 22 | Microsoft microsoft.com Best for: AI recommends Microsoft most when buyers ask “what should I use to run employee idea challenges and innovation programs” (30.8% of those answers) | 15.2% 95% CI 8.4–25.7% 10 mentions · avg pos 9.8 first pick 10% | — | GROK 16.7%GEMINI 4.2%CHATGPT 83.3%PERPLEXITY 12.5% | Claim |
| 23 | Ideawake Best for: AI recommends Ideawake most when buyers ask “what should I use to run employee idea challenges and innovation programs” (30.8% of those answers) | 15.2% 95% CI 8.4–25.7% 10 mentions · avg pos 12.9 first pick 0% | — | GEMINI 37.5%CHATGPT 16.7% | Claim |
| 24 | HeroX Best for: AI recommends HeroX most when buyers ask “which innovation platform works best for open innovation with external partners” (46.2% of those answers) | 12.1% 95% CI 6.3–22.1% 8 mentions · avg pos 8.1 first pick 12.5% | — | GROK 33.3%GEMINI 20.8%CLAUDE 16.7% | Claim |
| 25 | Spigit Best for: AI recommends Spigit most when buyers ask “best innovation management software for large organizations” (46.2% of those answers) | 12.1% 95% CI 6.3–22.1% 8 mentions · avg pos 9.3 first pick 0% | — | GROK 50%GEMINI 12.5%PERPLEXITY 8.3% | Claim |
| 26 | Innosabi | 10.6% 95% CI 5.2–20.3% 7 mentions · avg pos 8 first pick 0% | — | GEMINI 12.5%CHATGPT 16.7%PERPLEXITY 12.5% | Claim |
| 27 | edison365 edison365.com Best for: AI recommends edison365 most when buyers ask “best innovation management software for large organizations” (38.5% of those answers) | 10.6% 95% CI 5.2–20.3% 7 mentions · avg pos 10 first pick 0% | — | GROK 33.3%GEMINI 4.2%PERPLEXITY 16.7% | Claim |
| 28 | Miro miro.com Best for: AI recommends Miro most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (46.2% of those answers) | 10.6% 95% CI 5.2–20.3% 7 mentions · avg pos 12.5 first pick 0% | — | GEMINI 12.5%CHATGPT 16.7%PERPLEXITY 12.5% | Claim |
| 29 | Asana asana.com Best for: AI recommends Asana most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (30.8% of those answers) | 9.1% 95% CI 4.2–18.4% 6 mentions · avg pos 13.8 first pick 0% | — | GEMINI 16.7%CHATGPT 33.3% | Claim |
| 30 | InspireIP inspireip.com Best for: AI recommends InspireIP most when buyers ask “what should I use to run employee idea challenges and innovation programs” (30.8% of those answers) | 7.6% 95% CI 3.3–16.5% 5 mentions · avg pos 5 first pick 0% | — | GROK 16.7%PERPLEXITY 16.7% | Claim |
| 31 | Trello trello.com Best for: AI recommends Trello most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (53.8% of those answers) | 7.6% 95% CI 3.3–16.5% 5 mentions · avg pos 6.8 first pick 20% | — | GROK 16.7%GEMINI 8.3%CHATGPT 16.7%PERPLEXITY 4.2% | Claim |
| 32 | Accept Mission acceptmission.com Best for: AI recommends Accept Mission most when buyers ask “how do I collect and evaluate innovation ideas from across my organization” (38.5% of those answers) | 7.6% 95% CI 3.3–16.5% 5 mentions · avg pos 7.5 first pick 0% | — | GEMINI 12.5%PERPLEXITY 8.3% | Claim |
| 33 | SharePoint | 7.6% 95% CI 3.3–16.5% 5 mentions · avg pos 8.4 first pick 20% | — | GROK 33.3%GEMINI 12.5% | Claim |
| 34 | HYPE Boards Best for: AI recommends HYPE Boards most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (38.5% of those answers) | 6.1% 95% CI 2.4–14.6% 4 mentions · avg pos 2.7 first pick 0% | — | GROK 16.7%GEMINI 8.3%PERPLEXITY 4.2% | Claim |
| 35 | Accolade | 6.1% 95% CI 2.4–14.6% 4 mentions · avg pos 9 first pick 0% | — | GROK 16.7%PERPLEXITY 12.5% | Claim |
| 36 | InnoCentive innocentive.com Best for: AI recommends InnoCentive most when buyers ask “which innovation platform works best for open innovation with external partners” (38.5% of those answers) | 6.1% 95% CI 2.4–14.6% 4 mentions · avg pos 9.3 first pick 0% | — | GROK 16.7%GEMINI 8.3%CLAUDE 16.7% | Claim |
| 37 | Aha! aha.io | 6.1% 95% CI 2.4–14.6% 4 mentions · avg pos 18.7 first pick 0% | — | GEMINI 8.3%CHATGPT 16.7%PERPLEXITY 4.2% | Claim |
| 38 | Hives hives.co | 4.5% 95% CI 1.6–12.5% 3 mentions · avg pos 2 first pick 0% | — | PERPLEXITY 12.5% | Claim |
| 39 | Crowdworx crowdworx.com | 4.5% 95% CI 1.6–12.5% 3 mentions · avg pos 2.5 first pick 0% | — | PERPLEXITY 12.5% | Claim |
| 40 | Confluence | 4.5% 95% CI 1.6–12.5% 3 mentions · avg pos 6 first pick 0% | — | GROK 16.7%GEMINI 4.2%PERPLEXITY 4.2% | Claim |
| 41 | Brightidea Innovation Cloud brightidea.com | 4.5% 95% CI 1.6–12.5% 3 mentions · avg pos 9 first pick 0% | — | GROK 16.7%GEMINI 8.3% | Claim |
| 42 | Excel | 4.5% 95% CI 1.6–12.5% 3 mentions · avg pos 9 first pick 0% | — | GROK 16.7%GEMINI 8.3% | Claim |
| 43 | OpenIdeal | 4.5% 95% CI 1.6–12.5% 3 mentions · avg pos 11.7 first pick 0% | — | GROK 16.7%GEMINI 8.3% | Claim |
| 44 | rready rready.com | 4.5% 95% CI 1.6–12.5% 3 mentions · avg pos 12 first pick 0% | — | GROK 16.7%GEMINI 4.2%PERPLEXITY 4.2% | Claim |
| 45 | OpenIDEO openideo.com Best for: AI recommends OpenIDEO most when buyers ask “which innovation platform works best for open innovation with external partners” (30.8% of those answers) | 4.5% 95% CI 1.6–12.5% 3 mentions · avg pos 13 first pick 0% | — | GROK 16.7%GEMINI 8.3% | Claim |
| 46 | GuideFlow guideflow.com Best for: AI recommends GuideFlow most when buyers ask “best platforms for running internal idea management and innovation challenges” (38.5% of those answers) | 4.5% 95% CI 1.6–12.5% 3 mentions · avg pos 22 first pick 0% | — | GROK 16.7%PERPLEXITY 8.3% | Claim |
| 47 | SafetyCulture safetyculture.com | 4.5% 95% CI 1.6–12.5% 3 mentions · avg pos 30 first pick 0% | — | GEMINI 4.2%PERPLEXITY 8.3% | Claim |
| 48 | SwitchPitch switchpitch.com | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 3 first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 49 | Notion notion.so Best for: AI recommends Notion most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (30.8% of those answers) | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 4.5 first pick 0% | — | GROK 16.7%CHATGPT 16.7% | Claim |
| 50 | Airtable airtable.com Best for: AI recommends Airtable most when buyers ask “simpler alternatives to complex enterprise innovation management platforms” (30.8% of those answers) | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 5 first pick 0% | — | GEMINI 4.2%CHATGPT 16.7% | Claim |
| 51 | Google Sheets sheets.google.com | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 5.5 first pick 0% | — | GROK 16.7%CHATGPT 16.7% | Claim |
| 52 | Planview Spigit | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 5.5 first pick 0% | — | GEMINI 4.2%PERPLEXITY 4.2% | Claim |
| 53 | Leantime leantime.io | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 8.5 first pick 0% | — | GROK 16.7%GEMINI 4.2% | Claim |
| 54 | Mural mural.co | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 9 first pick 0% | — | GEMINI 4.2%CHATGPT 16.7% | Claim |
| 55 | FigJam | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 11 first pick 0% | — | CHATGPT 16.7%PERPLEXITY 4.2% | Claim |
| 56 | Figma figma.com | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 11 first pick 0% | — | CHATGPT 16.7%PERPLEXITY 4.2% | Claim |
| 57 | Orchidea orchidea.dev | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 11.5 first pick 0% | — | GROK 16.7%GEMINI 4.2% | Claim |
| 58 | IdeaConnection | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 12.5 first pick 0% | — | GROK 16.7%GEMINI 4.2% | Claim |
| 59 | MangoApps mangoapps.com | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 12.5 first pick 0% | — | GEMINI 4.2%PERPLEXITY 4.2% | Claim |
| 60 | Monday.com | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 13 first pick 0% | — | GEMINI 4.2%CHATGPT 16.7% | Claim |
| 61 | ClickUp clickup.com | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 14.5 first pick 0% | — | GEMINI 4.2%CHATGPT 16.7% | Claim |
| 62 | Interact tryinteract.com | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 15 first pick 0% | — | GEMINI 8.3% | Claim |
| 63 | QuestionPro questionpro.com | 3% 95% CI 0.8–10.4% 2 mentions · avg pos 25 first pick 0% | — | GEMINI 4.2%PERPLEXITY 4.2% | Claim |
| 64 | GLIDR glidr.io | 3% 95% CI 0.8–10.4% 2 mentions first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 65 | Strategyzer strategyzer.com | 3% 95% CI 0.8–10.4% 2 mentions first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 66 | TalkFreely talkfreely.com Best for: AI recommends TalkFreely most when buyers ask “how do I collect and evaluate innovation ideas from across my organization” (30.8% of those answers) | 3% 95% CI 0.8–10.4% 2 mentions first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 67 | ITONICS PRISM | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 3 first pick 0% | — | GEMINI 4.2% | Claim |
| 68 | Microsoft Lists | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 4 first pick 0% | — | CHATGPT 16.7% | Claim |
| 69 | PPM Express ppm.express | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 4 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 70 | Sopheon | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 4 first pick 0% | — | GEMINI 4.2% | Claim |
| 71 | MindMeister mindmeister.com | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 6 first pick 0% | — | GEMINI 4.2% | Claim |
| 72 | Productboard productboard.com | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 7 first pick 0% | — | CHATGPT 16.7% | Claim |
| 73 | Questel | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 8 first pick 0% | — | GEMINI 4.2% | Claim |
| 74 | Uservoice uservoice.com | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 8 first pick 0% | — | CHATGPT 16.7% | Claim |
| 75 | Featurebase featurebase.app | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 9 first pick 0% | — | CHATGPT 16.7% | Claim |
| 76 | Rever | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 12 first pick 0% | — | GEMINI 4.2% | Claim |
| 77 | Opsgenie atlassian.com | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 16 first pick 0% | — | CHATGPT 16.7% | Claim |
| 78 | Smartsheet smartsheet.com | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 17 first pick 0% | — | CHATGPT 16.7% | Claim |
| 79 | Power Automate | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 20 first pick 0% | — | CHATGPT 16.7% | Claim |
| 80 | Apps Script | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 21 first pick 0% | — | CHATGPT 16.7% | Claim |
| 81 | AEVO Innovate | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 22 first pick 0% | — | GEMINI 4.2% | Claim |
| 82 | Jotform jotform.com | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 23 first pick 0% | — | CHATGPT 16.7% | Claim |
| 83 | Lucidspark lucidspark.com | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 28 first pick 0% | — | GEMINI 4.2% | Claim |
| 84 | Babele | 1.5% 95% CI 0.3–8.1% 1 mentions · avg pos 29 first pick 0% | — | GEMINI 4.2% | Claim |
| 85 | Devpost devpost.com | 1.5% 95% CI 0.3–8.1% 1 mentions first pick 0% | — | GROK 16.7% | Claim |
| 86 | F6S f6s.com | 1.5% 95% CI 0.3–8.1% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 87 | Feature Upvote featureupvote.com | 1.5% 95% CI 0.3–8.1% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 88 | Reward Gateway rewardgateway.com | 1.5% 95% CI 0.3–8.1% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 89 | SurveyMonkey surveymonkey.com | 1.5% 95% CI 0.3–8.1% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 90 | Wellspring | 1.5% 95% CI 0.3–8.1% 1 mentions first pick 0% | — | CHATGPT 16.7% | Claim |
| 91 | Zendesk zendesk.com | 1.5% 95% CI 0.3–8.1% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
Reading the numbers: Share is a point estimate on 66 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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