What AI assistants actually recommend when buyers ask about lms for corporate training teams — measured weekly across 5 engines, published as open data.
Updated 2026-08-02 · 72 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: 72 AI answers · Window: Jul 5, 2026 – Aug 2, 2026 (4-week rolling) · trend vs prior 4 weeks (32 answers)
Across 72 sampled AI answers from 5 engines, Docebo is recommended most often — appearing in 68.1% of recommendations, followed by Absorb (61.1%) and TalentLMS (58.3%).
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 | Docebo docebo.com Best for: AI recommends Docebo most when buyers ask “best LMS for corporate training and employee development” (100% of those answers) | 68.1% 95% CI 56.6–77.7% 49 mentions · avg pos 6.3 first pick 28.6% | — | GROK 87.5%GEMINI 54.2%CHATGPT 87.5%CLAUDE 37.5%PERPLEXITY 79.2% | Claim |
| 2 | Absorb absorblms.com Best for: AI recommends Absorb most when buyers ask “best LMS for corporate training and employee development” (100% of those answers) | 61.1% 95% CI 49.6–71.5% 44 mentions · avg pos 8.2 first pick 2.3% | — | GROK 75%GEMINI 66.7%CHATGPT 75%CLAUDE 25%PERPLEXITY 58.3% | Claim |
| 3 | TalentLMS talentlms.com Best for: AI recommends TalentLMS most when buyers ask “alternatives to expensive enterprise LMS platforms for mid-sized corporate training teams” (100% of those answers) | 58.3% 95% CI 46.8–69% 42 mentions · avg pos 6.2 first pick 33.3% | — | GROK 75%GEMINI 54.2%CHATGPT 75%CLAUDE 37.5%PERPLEXITY 58.3% | Claim |
| 4 | Litmos litmos.com Best for: AI recommends Litmos most when buyers ask “top corporate LMS platforms that support SCORM and custom course authoring” (100% of those answers) | 52.8% 95% CI 41.4–63.9% 38 mentions · avg pos 6.6 first pick 0% | — | GROK 62.5%GEMINI 62.5%CHATGPT 37.5%CLAUDE 12.5%PERPLEXITY 58.3% | Claim |
| 5 | iSpring ispring.com Best for: AI recommends iSpring most when buyers ask “top corporate LMS platforms that support SCORM and custom course authoring” (100% of those answers) | 41.7% 95% CI 31–53.2% 30 mentions · avg pos 7.7 first pick 13.3% | — | GROK 62.5%GEMINI 50%CHATGPT 25%CLAUDE 12.5%PERPLEXITY 41.7% | Claim |
| 6 | LearnUpon learnupon.com Best for: AI recommends LearnUpon most when buyers ask “alternatives to expensive enterprise LMS platforms for mid-sized corporate training teams” (72.7% of those answers) | 40.3% 95% CI 29.7–51.8% 29 mentions · avg pos 9.8 first pick 0% | — | GROK 62.5%GEMINI 54.2%CHATGPT 50%CLAUDE 12.5%PERPLEXITY 25% | Claim |
| 7 | Moodle moodle.com Best for: AI recommends Moodle most when buyers ask “alternatives to expensive enterprise LMS platforms for mid-sized corporate training teams” (100% of those answers) | 38.9% 95% CI 28.5–50.4% 28 mentions · avg pos 8.4 first pick 10.7% | — | GROK 37.5%GEMINI 37.5%CHATGPT 75%CLAUDE 12.5%PERPLEXITY 37.5% | Claim |
| 8 | 360Learning Best for: AI recommends 360Learning most when buyers ask “alternatives to expensive enterprise LMS platforms for mid-sized corporate training teams” (81.8% of those answers) | 34.7% 95% CI 24.8–46.2% 25 mentions · avg pos 8.8 first pick 0% | — | GROK 62.5%GEMINI 29.2%CHATGPT 50%CLAUDE 12.5%PERPLEXITY 33.3% | Claim |
| 9 | SAP Litmos Best for: AI recommends SAP Litmos most when buyers ask “best LMS for corporate training and employee development” (63.6% of those answers) | 29.2% 95% CI 19.9–40.5% 21 mentions · avg pos 6.9 first pick 0% | — | GROK 25%GEMINI 37.5%CHATGPT 25%CLAUDE 12.5%PERPLEXITY 29.2% | Claim |
| 10 | D2L Brightspace d2l.com Best for: AI recommends D2L Brightspace most when buyers ask “what LMS should a company use to track employee training completion and certifications” (72.7% of those answers) | 29.2% 95% CI 19.9–40.5% 21 mentions · avg pos 10.5 first pick 4.8% | — | GROK 37.5%GEMINI 33.3%CHATGPT 37.5%CLAUDE 12.5%PERPLEXITY 25% | Claim |
| 11 | Learnworlds learnworlds.com Best for: AI recommends Learnworlds most when buyers ask “more affordable LMS alternatives to the dominant corporate learning platforms” (72.7% of those answers) | 27.8% 95% CI 18.8–39% 20 mentions · avg pos 7.8 first pick 0% | — | GROK 37.5%GEMINI 16.7%CHATGPT 25%PERPLEXITY 45.8% | Claim |
| 12 | Cornerstone cornerstoneondemand.com Best for: AI recommends Cornerstone most when buyers ask “more affordable LMS alternatives to the dominant corporate learning platforms” (45.5% of those answers) | 27.8% 95% CI 18.8–39% 20 mentions · avg pos 14.5 first pick 15% | — | GROK 62.5%GEMINI 12.5%CHATGPT 75%CLAUDE 50%PERPLEXITY 8.3% | Claim |
| 13 | iSpring Learn Best for: AI recommends iSpring Learn most when buyers ask “alternatives to expensive enterprise LMS platforms for mid-sized corporate training teams” (72.7% of those answers) | 23.6% 95% CI 15.3–34.6% 17 mentions · avg pos 8.9 first pick 0% | — | GROK 37.5%GEMINI 29.2%CHATGPT 25%CLAUDE 12.5%PERPLEXITY 16.7% | Claim |
| 14 | CYPHER Learning cypherlearning.com Best for: AI recommends CYPHER Learning most when buyers ask “alternatives to expensive enterprise LMS platforms for mid-sized corporate training teams” (63.6% of those answers) | 23.6% 95% CI 15.3–34.6% 17 mentions · avg pos 13.1 first pick 0% | — | GROK 50%GEMINI 25%CHATGPT 12.5%CLAUDE 12.5%PERPLEXITY 20.8% | Claim |
| 15 | Thinkific thinkific.com Best for: AI recommends Thinkific most when buyers ask “more affordable LMS alternatives to the dominant corporate learning platforms” (81.8% of those answers) | 20.8% 95% CI 13.1–31.6% 15 mentions · avg pos 8.3 first pick 0% | — | GROK 25%GEMINI 20.8%CHATGPT 12.5%CLAUDE 25%PERPLEXITY 20.8% | Claim |
| 16 | Cornerstone OnDemand Best for: AI recommends Cornerstone OnDemand most when buyers ask “what LMS should a company use to track employee training completion and certifications” (54.5% of those answers) | 20.8% 95% CI 13.1–31.6% 15 mentions · avg pos 10.1 first pick 6.7% | — | GROK 50%GEMINI 33.3%CLAUDE 37.5% | Claim |
| 17 | ProProfs Training Maker proprofstraining.com Best for: AI recommends ProProfs Training Maker most when buyers ask “what LMS should a company use to track employee training completion and certifications” (54.5% of those answers) | 18.1% 95% CI 10.9–28.5% 13 mentions · avg pos 13.1 first pick 0% | — | GEMINI 29.2%PERPLEXITY 25% | Claim |
| 18 | LearnDash learndash.com Best for: AI recommends LearnDash most when buyers ask “more affordable LMS alternatives to the dominant corporate learning platforms” (90.9% of those answers) | 18.1% 95% CI 10.9–28.5% 13 mentions · avg pos 13.9 first pick 0% | — | GROK 25%GEMINI 16.7%CHATGPT 12.5%CLAUDE 12.5%PERPLEXITY 20.8% | Claim |
| 19 | Rippling rippling.com Best for: AI recommends Rippling most when buyers ask “best LMS for corporate training and employee development” (45.5% of those answers) | 15.3% 95% CI 8.8–25.3% 11 mentions · avg pos 8.6 first pick 9.1% | — | GROK 12.5%GEMINI 25%CLAUDE 12.5%PERPLEXITY 12.5% | Claim |
| 20 | iSpring LMS ispringsolutions.com Best for: AI recommends iSpring LMS most when buyers ask “top corporate LMS platforms that support SCORM and custom course authoring” (45.5% of those answers) | 12.5% 95% CI 6.7–22.1% 9 mentions · avg pos 4.9 first pick 44.4% | — | GROK 25%GEMINI 20.8%PERPLEXITY 8.3% | Claim |
| 21 | GoSkills LMS goskills.com Best for: AI recommends GoSkills LMS most when buyers ask “more affordable LMS alternatives to the dominant corporate learning platforms” (54.5% of those answers) | 11.1% 95% CI 5.7–20.4% 8 mentions · avg pos 5.8 first pick 0% | — | GROK 25%GEMINI 8.3%PERPLEXITY 16.7% | Claim |
| 22 | EducateMe educate-me.co Best for: AI recommends EducateMe most when buyers ask “best learning management system for onboarding and compliance training in large companies” (36.4% of those answers) | 11.1% 95% CI 5.7–20.4% 8 mentions · avg pos 7.3 first pick 0% | — | GEMINI 4.2%CLAUDE 12.5%PERPLEXITY 25% | Claim |
| 23 | WordPress wordpress.com Best for: AI recommends WordPress most when buyers ask “more affordable LMS alternatives to the dominant corporate learning platforms” (54.5% of those answers) | 11.1% 95% CI 5.7–20.4% 8 mentions · avg pos 11.6 first pick 0% | — | GROK 25%GEMINI 8.3%CHATGPT 12.5%CLAUDE 12.5%PERPLEXITY 8.3% | Claim |
| 24 | Open edX openedx.org Best for: AI recommends Open edX most when buyers ask “more affordable LMS alternatives to the dominant corporate learning platforms” (45.5% of those answers) | 11.1% 95% CI 5.7–20.4% 8 mentions · avg pos 19.9 first pick 0% | — | GEMINI 25%CHATGPT 25% | Claim |
| 25 | SuccessFactors successfactors.com Best for: AI recommends SuccessFactors most when buyers ask “more affordable LMS alternatives to the dominant corporate learning platforms” (36.4% of those answers) | 11.1% 95% CI 5.7–20.4% 8 mentions · avg pos 20.3 first pick 0% | — | GROK 12.5%GEMINI 8.3%CHATGPT 50%PERPLEXITY 4.2% | Claim |
| 26 | Tovuti tovuti.com | 9.7% 95% CI 4.8–18.7% 7 mentions · avg pos 11.9 first pick 0% | — | GEMINI 25%CHATGPT 12.5% | Claim |
| 27 | BambooHR bamboohr.com | 8.3% 95% CI 3.9–17% 6 mentions · avg pos 7.5 first pick 0% | — | GROK 25%GEMINI 4.2%CHATGPT 25%CLAUDE 12.5% | Claim |
| 28 | Canvas instructure.com Best for: AI recommends Canvas most when buyers ask “more affordable LMS alternatives to the dominant corporate learning platforms” (45.5% of those answers) | 8.3% 95% CI 3.9–17% 6 mentions · avg pos 8.5 first pick 16.7% | — | GEMINI 16.7%PERPLEXITY 8.3% | Claim |
| 29 | SC Training | 6.9% 95% CI 3–15.2% 5 mentions · avg pos 5.8 first pick 0% | — | GEMINI 8.3%PERPLEXITY 12.5% | Claim |
| 30 | GoSkills | 6.9% 95% CI 3–15.2% 5 mentions · avg pos 7.2 first pick 0% | — | GEMINI 20.8% | Claim |
| 31 | Podia podia.com Best for: AI recommends Podia most when buyers ask “corporate training LMS vs course creation platforms for creators — what is the difference” (36.4% of those answers) | 6.9% 95% CI 3–15.2% 5 mentions · avg pos 9.5 first pick 0% | — | GROK 12.5%GEMINI 4.2%CHATGPT 12.5%CLAUDE 12.5%PERPLEXITY 4.2% | Claim |
| 32 | UKG Pro | 6.9% 95% CI 3–15.2% 5 mentions · avg pos 10.3 first pick 0% | — | GROK 12.5%GEMINI 8.3%PERPLEXITY 8.3% | Claim |
| 33 | EdApp edapp.com | 6.9% 95% CI 3–15.2% 5 mentions · avg pos 10.8 first pick 0% | — | GEMINI 16.7%PERPLEXITY 4.2% | Claim |
| 34 | Learning Management System (LMS) Best for: AI recommends Learning Management System (LMS) most when buyers ask “how do I deliver mandatory compliance training to employees across multiple offices” (45.5% of those answers) | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 1 first pick 25% | — | GROK 12.5%GEMINI 12.5% | Claim |
| 35 | SkyPrep | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 7 first pick 0% | — | GROK 12.5%GEMINI 8.3%PERPLEXITY 4.2% | Claim |
| 36 | Teachable teachable.com Best for: AI recommends Teachable most when buyers ask “corporate training LMS vs course creation platforms for creators — what is the difference” (36.4% of those answers) | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 11.3 first pick 0% | — | GROK 12.5%GEMINI 4.2%CHATGPT 12.5%CLAUDE 12.5% | Claim |
| 37 | Storyline Best for: AI recommends Storyline most when buyers ask “top corporate LMS platforms that support SCORM and custom course authoring” (54.5% of those answers) | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 11.8 first pick 0% | — | GROK 12.5%GEMINI 12.5% | Claim |
| 38 | Chamilo | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 12.3 first pick 0% | — | GEMINI 16.7% | Claim |
| 39 | Zoho zoho.com | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 16 first pick 0% | — | GROK 12.5%GEMINI 4.2%PERPLEXITY 8.3% | Claim |
| 40 | Zoho Learn | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 16 first pick 0% | — | GROK 12.5%GEMINI 4.2%PERPLEXITY 8.3% | Claim |
| 41 | Teachfloor teachfloor.com | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 19.5 first pick 0% | — | CHATGPT 25%PERPLEXITY 8.3% | Claim |
| 42 | Zapier AI zapier.com Best for: AI recommends Zapier AI most when buyers ask “corporate training LMS vs course creation platforms for creators — what is the difference” (36.4% of those answers) | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 2 first pick 0% | — | GROK 12.5%PERPLEXITY 8.3% | Claim |
| 43 | Paylocity paylocity.com | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 6 first pick 0% | — | GEMINI 4.2%CHATGPT 12.5%PERPLEXITY 4.2% | Claim |
| 44 | Articulate 360 articulate.com Best for: AI recommends Articulate 360 most when buyers ask “top corporate LMS platforms that support SCORM and custom course authoring” (45.5% of those answers) | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 7.3 first pick 0% | — | GEMINI 12.5% | Claim |
| 45 | Rise Best for: AI recommends Rise most when buyers ask “top corporate LMS platforms that support SCORM and custom course authoring” (45.5% of those answers) | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 7.3 first pick 0% | — | GEMINI 12.5% | Claim |
| 46 | Tovuti LMS | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 9.5 first pick 0% | — | GEMINI 8.3%CHATGPT 12.5% | Claim |
| 47 | Lectora Best for: AI recommends Lectora most when buyers ask “top corporate LMS platforms that support SCORM and custom course authoring” (36.4% of those answers) | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 10 first pick 0% | — | GEMINI 12.5% | Claim |
| 48 | ClearCompany clearcompany.com | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 10.3 first pick 0% | — | GROK 12.5%GEMINI 8.3% | Claim |
| 49 | Intellum intellum.com Best for: AI recommends Intellum most when buyers ask “best learning management system for onboarding and compliance training in large companies” (36.4% of those answers) | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 10.7 first pick 0% | — | GEMINI 12.5% | Claim |
| 50 | ADP adp.com | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 11.7 first pick 0% | — | CHATGPT 37.5% | Claim |
| 51 | Trainual trainual.com | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 12 first pick 0% | — | GEMINI 4.2%CHATGPT 12.5%CLAUDE 12.5% | Claim |
| 52 | Kajabi kajabi.com | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 15.5 first pick 0% | — | GROK 12.5%GEMINI 4.2%CHATGPT 12.5% | Claim |
| 53 | Elucidat elucidat.com | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 18 first pick 0% | — | GROK 12.5%GEMINI 4.2%PERPLEXITY 4.2% | Claim |
| 54 | Slack slack.com | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 20 first pick 0% | — | GROK 12.5%CHATGPT 12.5%PERPLEXITY 4.2% | Claim |
| 55 | Timesheet 365 apps365.com Best for: AI recommends Timesheet 365 most when buyers ask “top corporate LMS platforms that support SCORM and custom course authoring” (45.5% of those answers) | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 21 first pick 0% | — | GROK 12.5%PERPLEXITY 8.3% | Claim |
| 56 | Absorb Create | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 1 first pick 50% | — | CLAUDE 12.5%PERPLEXITY 4.2% | Claim |
| 57 | Forbes forbes.com | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 1 first pick 50% | — | PERPLEXITY 8.3% | Claim |
| 58 | Coassemble | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 6 first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 59 | ILIAS ilias.de | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 12.5 first pick 0% | — | GEMINI 8.3% | Claim |
| 60 | FreshLearn freshlearn.com | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 17 first pick 0% | — | GROK 12.5%GEMINI 4.2% | Claim |
| 61 | Tutor LMS | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 19 first pick 0% | — | GEMINI 4.2%PERPLEXITY 4.2% | Claim |
| 62 | Coggno coggno.com | 2.8% 95% CI 0.8–9.6% 2 mentions first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 63 | Deelan deelan.ai Best for: AI recommends Deelan most when buyers ask “more affordable LMS alternatives to the dominant corporate learning platforms” (36.4% of those answers) | 2.8% 95% CI 0.8–9.6% 2 mentions first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 64 | Moodle Chat moodle.org | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 2 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 65 | iSpring Learn LMS | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 2 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 66 | WordPress.org wordpress.org | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 3 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 67 | Mighty Networks mightynetworks.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 4 first pick 0% | — | GROK 12.5% | Claim |
| 68 | Easy LMS easylms.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 5 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 69 | SC Training (EdApp) | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 5 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 70 | Sakai sakaiproject.org | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 5 first pick 0% | — | GEMINI 4.2% | Claim |
| 71 | ClickLearn clicklearn.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 6 first pick 0% | — | GROK 12.5% | Claim |
| 72 | Centralized Compliance Management Systems (CCMS) | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 13 first pick 0% | — | GEMINI 4.2% | Claim |
| 73 | Darwinbox darwinbox.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 14 first pick 0% | — | CHATGPT 12.5% | Claim |
| 74 | Arlo arlo.co | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 18 first pick 0% | — | GEMINI 4.2% | Claim |
| 75 | Vendr vendr.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 22 first pick 0% | — | GROK 12.5% | Claim |
| 76 | Schoology schoology.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 23 first pick 0% | — | GEMINI 4.2% | Claim |
| 77 | SCORM Cloud scorm.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 75 first pick 0% | — | CHATGPT 12.5% | Claim |
| 78 | AllMyHR allmyhr.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 79 | Apty apty.ai | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 80 | Graphy graphy.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 81 | HiBob hibob.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 82 | LifterLMS lifterlms.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 83 | Mosey mosey.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 84 | NewZenler newzenler.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 85 | OpenSesame opensesame.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 86 | Paycor paycor.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 87 | PowerDMS powerdms.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 88 | Sana sanalabs.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 89 | SourceForge sourceforge.net | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 90 | Valamis valamis.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
Reading the numbers: Share is a point estimate on 72 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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