What AI assistants actually recommend when buyers ask about internal tools builders — measured weekly across 3 engines, published as open data.
Updated 2026-08-01 · 49 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: 49 AI answers · Window: Jul 4, 2026 – Aug 1, 2026 (4-week rolling) · trend vs prior 4 weeks (44 answers)
Across 49 sampled AI answers from 3 engines, Retool is recommended most often — appearing in 79.6% of recommendations, followed by Appsmith (73.5%) and Budibase (57.1%).
This is a measurement of share of voice across 3 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | Retool retool.com Best for: AI recommends Retool most when buyers ask “best platforms for building internal tools and admin panels” (100% of those answers) | 79.6% 95% CI 66.4–88.5% 39 mentions · avg pos 2.6 first pick 51.3% | — | GEMINI 81%CLAUDE 85.7%PERPLEXITY 76.2% | Claim |
| 2 | Appsmith appsmith.com Best for: AI recommends Appsmith most when buyers ask “best platforms for building internal tools and admin panels” (88.9% of those answers) | 73.5% 95% CI 59.7–83.8% 36 mentions · avg pos 3.5 first pick 11.1% | — | GEMINI 76.2%CLAUDE 85.7%PERPLEXITY 66.7% | Claim |
| 3 | Budibase budibase.com Best for: AI recommends Budibase most when buyers ask “what should I use to build an internal admin panel connected to my database” (77.8% of those answers) | 57.1% 95% CI 43.3–70% 28 mentions · avg pos 5 first pick 3.6% | — | GEMINI 81%CLAUDE 57.1%PERPLEXITY 33.3% | Claim |
| 4 | Softr softr.io Best for: AI recommends Softr most when buyers ask “best platforms for building internal tools and admin panels” (88.9% of those answers) | 53.1% 95% CI 39.4–66.3% 26 mentions · avg pos 6.2 first pick 3.8% | — | GEMINI 52.4%CLAUDE 28.6%PERPLEXITY 61.9% | Claim |
| 5 | ToolJet tooljet.com Best for: AI recommends ToolJet most when buyers ask “best platforms for building internal tools and admin panels” (77.8% of those answers) | 49% 95% CI 35.6–62.5% 24 mentions · avg pos 4.6 first pick 4.2% | — | GEMINI 57.1%CLAUDE 57.1%PERPLEXITY 38.1% | Claim |
| 6 | UI Bakery On-Premise uibakery.io Best for: AI recommends UI Bakery On-Premise most when buyers ask “best low-code tools for building operational internal dashboards” (77.8% of those answers) | 36.7% 95% CI 24.7–50.7% 18 mentions · avg pos 3.7 first pick 0% | — | GEMINI 9.5%CLAUDE 42.9%PERPLEXITY 61.9% | Claim |
| 7 | WeWeb weweb.io Best for: AI recommends WeWeb most when buyers ask “best platforms for building internal tools and admin panels” (77.8% of those answers) | 34.7% 95% CI 22.9–48.7% 17 mentions · avg pos 9.8 first pick 0% | — | GEMINI 28.6%CLAUDE 14.3%PERPLEXITY 47.6% | Claim |
| 8 | Airtable airtable.com Best for: AI recommends Airtable most when buyers ask “how do I build internal ops tools for my support team without full engineering resources” (66.7% of those answers) | 32.7% 95% CI 21.2–46.6% 16 mentions · avg pos 5.2 first pick 0% | — | GEMINI 42.9%CLAUDE 14.3%PERPLEXITY 28.6% | Claim |
| 9 | Refine refine.dev Best for: AI recommends Refine most when buyers ask “what should I use to build an internal admin panel connected to my database” (66.7% of those answers) | 28.6% 95% CI 17.8–42.4% 14 mentions · avg pos 9.4 first pick 0% | — | GEMINI 28.6%CLAUDE 14.3%PERPLEXITY 33.3% | Claim |
| 10 | Glide glide.app Best for: AI recommends Glide most when buyers ask “best platforms for building internal tools and admin panels” (55.6% of those answers) | 26.5% 95% CI 16.2–40.3% 13 mentions · avg pos 7.8 first pick 0% | — | GEMINI 42.9%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 11 | Microsoft Power Apps powerapps.microsoft.com Best for: AI recommends Microsoft Power Apps most when buyers ask “best low-code tools for building operational internal dashboards” (55.6% of those answers) | 24.5% 95% CI 14.6–38.1% 12 mentions · avg pos 9.4 first pick 0% | — | GEMINI 52.4%PERPLEXITY 4.8% | Claim |
| 12 | Superblocks superblocks.com Best for: AI recommends Superblocks most when buyers ask “best low-code tools for building operational internal dashboards” (44.4% of those answers) | 22.4% 95% CI 13–35.9% 11 mentions · avg pos 5.7 first pick 0% | — | GEMINI 14.3%CLAUDE 14.3%PERPLEXITY 33.3% | Claim |
| 13 | DronaHQ dronahq.com Best for: AI recommends DronaHQ most when buyers ask “best platforms for building internal tools and admin panels” (66.7% of those answers) | 22.4% 95% CI 13–35.9% 11 mentions · avg pos 9.1 first pick 0% | — | GEMINI 28.6%CLAUDE 14.3%PERPLEXITY 19% | Claim |
| 14 | Zapier AI zapier.com Best for: AI recommends Zapier AI most when buyers ask “how do I build internal ops tools for my support team without full engineering resources” (66.7% of those answers) | 22.4% 95% CI 13–35.9% 11 mentions · avg pos 10.1 first pick 0% | — | GEMINI 33.3%CLAUDE 28.6%PERPLEXITY 9.5% | Claim |
| 15 | Quickbase quickbase.com Best for: AI recommends Quickbase most when buyers ask “best low-code tools for building operational internal dashboards” (33.3% of those answers) | 20.4% 95% CI 11.5–33.6% 10 mentions · avg pos 6.2 first pick 0% | — | GEMINI 42.9%PERPLEXITY 4.8% | Claim |
| 16 | Zoho zoho.com Best for: AI recommends Zoho most when buyers ask “best low-code tools for building operational internal dashboards” (66.7% of those answers) | 20.4% 95% CI 11.5–33.6% 10 mentions · avg pos 7.3 first pick 0% | — | GEMINI 33.3%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 17 | Reflex reflex.dev Best for: AI recommends Reflex most when buyers ask “developer-friendly alternatives to complex internal tooling platforms” (66.7% of those answers) | 20.4% 95% CI 11.5–33.6% 10 mentions · avg pos 12.5 first pick 0% | — | GEMINI 9.5%PERPLEXITY 38.1% | Claim |
| 18 | Git git-scm.com Best for: AI recommends Git most when buyers ask “developer-friendly alternatives to complex internal tooling platforms” (66.7% of those answers) | 18.4% 95% CI 10–31.4% 9 mentions · avg pos 4.5 first pick 0% | — | GEMINI 19%CLAUDE 42.9%PERPLEXITY 9.5% | Claim |
| 19 | Google Sheets sheets.google.com Best for: AI recommends Google Sheets most when buyers ask “how do I build internal ops tools for my support team without full engineering resources” (44.4% of those answers) | 18.4% 95% CI 10–31.4% 9 mentions · avg pos 6.9 first pick 0% | — | GEMINI 28.6%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 20 | React react.dev Best for: AI recommends React most when buyers ask “what should I use to build an internal admin panel connected to my database” (66.7% of those answers) | 18.4% 95% CI 10–31.4% 9 mentions · avg pos 9.8 first pick 0% | — | GEMINI 33.3%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 21 | PostgreSQL postgresql.org Best for: AI recommends PostgreSQL most when buyers ask “what should I use to build an internal admin panel connected to my database” (77.8% of those answers) | 16.3% 95% CI 8.5–29% 8 mentions · avg pos 3.6 first pick 37.5% | — | GEMINI 14.3%CLAUDE 28.6%PERPLEXITY 14.3% | Claim |
| 22 | UI Bakery Best for: AI recommends UI Bakery most when buyers ask “best low-code tools for building operational internal dashboards” (33.3% of those answers) | 16.3% 95% CI 8.5–29% 8 mentions · avg pos 5.1 first pick 0% | — | GEMINI 38.1% | Claim |
| 23 | Baserow baserow.io Best for: AI recommends Baserow most when buyers ask “how do I build internal ops tools for my support team without full engineering resources” (55.6% of those answers) | 16.3% 95% CI 8.5–29% 8 mentions · avg pos 6.3 first pick 0% | — | GEMINI 14.3%PERPLEXITY 23.8% | Claim |
| 24 | Vue Best for: AI recommends Vue most when buyers ask “what should I use to build an internal admin panel connected to my database” (66.7% of those answers) | 16.3% 95% CI 8.5–29% 8 mentions · avg pos 13.9 first pick 0% | — | GEMINI 33.3%CLAUDE 14.3% | Claim |
| 25 | Zendo zite.com Best for: AI recommends Zendo most when buyers ask “which internal tools builder is best for teams that need custom workflows and approvals” (44.4% of those answers) | 16.3% 95% CI 8.5–29% 8 mentions first pick 0% | — | PERPLEXITY 38.1% | Claim |
| 26 | Django djangoproject.com Best for: AI recommends Django most when buyers ask “what should I use to build an internal admin panel connected to my database” (66.7% of those answers) | 14.3% 95% CI 7.1–26.7% 7 mentions · avg pos 13.6 first pick 0% | — | GEMINI 23.8%PERPLEXITY 9.5% | Claim |
| 27 | Laravel laravel.com Best for: AI recommends Laravel most when buyers ask “what should I use to build an internal admin panel connected to my database” (66.7% of those answers) | 14.3% 95% CI 7.1–26.7% 7 mentions · avg pos 14.3 first pick 0% | — | GEMINI 23.8%PERPLEXITY 9.5% | Claim |
| 28 | ViaSocket viasocket.com Best for: AI recommends ViaSocket most when buyers ask “best low-code tools for building operational internal dashboards” (33.3% of those answers) | 14.3% 95% CI 7.1–26.7% 7 mentions first pick 0% | — | PERPLEXITY 33.3% | Claim |
| 29 | Vybe vybe.build | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 2 first pick 0% | — | PERPLEXITY 28.6% | Claim |
| 30 | Jet Admin jetadmin.io Best for: AI recommends Jet Admin most when buyers ask “what should I use to build an internal admin panel connected to my database” (55.6% of those answers) | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 6.8 first pick 0% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 31 | Blaze blaze.tech Best for: AI recommends Blaze most when buyers ask “developer-friendly alternatives to complex internal tooling platforms” (44.4% of those answers) | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 8.5 first pick 0% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 32 | OutSystems outsystems.com Best for: AI recommends OutSystems most when buyers ask “best low-code tools for building operational internal dashboards” (55.6% of those answers) | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 9.5 first pick 0% | — | GEMINI 23.8%PERPLEXITY 4.8% | Claim |
| 33 | Make make.com Best for: AI recommends Make most when buyers ask “how do I build internal ops tools for my support team without full engineering resources” (44.4% of those answers) | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 11.4 first pick 0% | — | GEMINI 19%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 34 | Next.js nextjs.org Best for: AI recommends Next.js most when buyers ask “what should I use to build an internal admin panel connected to my database” (55.6% of those answers) | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 13.8 first pick 0% | — | GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 35 | Angular angular.io Best for: AI recommends Angular most when buyers ask “best platforms for building internal tools and admin panels” (44.4% of those answers) | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 15.2 first pick 0% | — | GEMINI 28.6% | Claim |
| 36 | Bootstrap getbootstrap.com Best for: AI recommends Bootstrap most when buyers ask “what should I use to build an internal admin panel connected to my database” (44.4% of those answers) | 12.2% 95% CI 5.7–24.2% 6 mentions · avg pos 15.8 first pick 0% | — | GEMINI 28.6% | Claim |
| 37 | MongoDB mongodb.com Best for: AI recommends MongoDB most when buyers ask “what should I use to build an internal admin panel connected to my database” (55.6% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 1.3 first pick 60% | — | GEMINI 14.3%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 38 | MySQL mysql.com Best for: AI recommends MySQL most when buyers ask “what should I use to build an internal admin panel connected to my database” (55.6% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 4 first pick 40% | — | GEMINI 9.5%CLAUDE 28.6%PERPLEXITY 4.8% | Claim |
| 39 | Forest Admin forestadmin.com Best for: AI recommends Forest Admin most when buyers ask “what should I use to build an internal admin panel connected to my database” (33.3% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 7 first pick 0% | — | GEMINI 4.8%PERPLEXITY 19% | Claim |
| 40 | Slack slack.com Best for: AI recommends Slack most when buyers ask “how do I build internal ops tools for my support team without full engineering resources” (55.6% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 8.3 first pick 0% | — | CLAUDE 28.6%PERPLEXITY 14.3% | Claim |
| 41 | Vue.js vuejs.org Best for: AI recommends Vue.js most when buyers ask “what should I use to build an internal admin panel connected to my database” (44.4% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 11.8 first pick 0% | — | GEMINI 19%CLAUDE 14.3% | Claim |
| 42 | Django Admin Best for: AI recommends Django Admin most when buyers ask “what should I use to build an internal admin panel connected to my database” (66.7% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 12.2 first pick 0% | — | GEMINI 14.3%PERPLEXITY 9.5% | Claim |
| 43 | Laravel Nova Best for: AI recommends Laravel Nova most when buyers ask “what should I use to build an internal admin panel connected to my database” (55.6% of those answers) | 10.2% 95% CI 4.4–21.8% 5 mentions · avg pos 14 first pick 0% | — | GEMINI 19%PERPLEXITY 4.8% | Claim |
| 44 | Kissflow kissflow.com Best for: AI recommends Kissflow most when buyers ask “best low-code tools for building operational internal dashboards” (44.4% of those answers) | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 4 first pick 25% | — | GEMINI 9.5%PERPLEXITY 9.5% | Claim |
| 45 | Notion notion.so Best for: AI recommends Notion most when buyers ask “how do I build internal ops tools for my support team without full engineering resources” (55.6% of those answers) | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 5.8 first pick 0% | — | GEMINI 14.3%CLAUDE 14.3% | Claim |
| 46 | Port Best for: AI recommends Port most when buyers ask “developer-friendly alternatives to complex internal tooling platforms” (44.4% of those answers) | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 6.7 first pick 25% | — | GEMINI 4.8%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 47 | AppSheet Best for: AI recommends AppSheet most when buyers ask “best platforms for building internal tools and admin panels” (33.3% of those answers) | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 7.5 first pick 0% | — | GEMINI 19% | Claim |
| 48 | Bubble bubble.io | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 8.5 first pick 0% | — | GEMINI 19% | Claim |
| 49 | Mendix mendix.com Best for: AI recommends Mendix most when buyers ask “best low-code tools for building operational internal dashboards” (33.3% of those answers) | 8.2% 95% CI 3.2–19.2% 4 mentions · avg pos 10 first pick 0% | — | GEMINI 19% | Claim |
| 50 | Stackby stackby.com Best for: AI recommends Stackby most when buyers ask “which internal tools builder is best for teams that need custom workflows and approvals” (33.3% of those answers) | 8.2% 95% CI 3.2–19.2% 4 mentions first pick 0% | — | PERPLEXITY 19% | Claim |
| 51 | Windmill windmill.dev Best for: AI recommends Windmill most when buyers ask “developer-friendly alternatives to complex internal tooling platforms” (33.3% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 2.7 first pick 33.3% | — | PERPLEXITY 14.3% | Claim |
| 52 | Google AppSheet appsheet.com | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 6.3 first pick 0% | — | GEMINI 14.3% | Claim |
| 53 | Adalo adalo.com Best for: AI recommends Adalo most when buyers ask “which internal tools builder is best for teams that need custom workflows and approvals” (33.3% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 7 first pick 0% | — | GEMINI 14.3% | Claim |
| 54 | Zite zite.io | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 7.3 first pick 33.3% | — | GEMINI 14.3% | Claim |
| 55 | Backstage Best for: AI recommends Backstage most when buyers ask “developer-friendly alternatives to complex internal tooling platforms” (33.3% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 7.5 first pick 0% | — | GEMINI 4.8%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 56 | Noloco noloco.io Best for: AI recommends Noloco most when buyers ask “low-code internal tools builders vs custom-built internal tools for engineering teams” (44.4% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 11 first pick 0% | — | GEMINI 4.8%PERPLEXITY 9.5% | Claim |
| 57 | AdminJS Best for: AI recommends AdminJS most when buyers ask “what should I use to build an internal admin panel connected to my database” (33.3% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 11.3 first pick 0% | — | GEMINI 14.3% | Claim |
| 58 | Integromat integromat.com Best for: AI recommends Integromat most when buyers ask “how do I build internal ops tools for my support team without full engineering resources” (44.4% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 11.3 first pick 0% | — | GEMINI 9.5%CLAUDE 14.3% | Claim |
| 59 | Node.js nodejs.org Best for: AI recommends Node.js most when buyers ask “what should I use to build an internal admin panel connected to my database” (55.6% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 11.3 first pick 0% | — | GEMINI 14.3% | Claim |
| 60 | Rails rubyonrails.org Best for: AI recommends Rails most when buyers ask “what should I use to build an internal admin panel connected to my database” (33.3% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 14 first pick 0% | — | GEMINI 9.5%PERPLEXITY 4.8% | Claim |
| 61 | Humanitec Best for: AI recommends Humanitec most when buyers ask “developer-friendly alternatives to complex internal tooling platforms” (33.3% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 17 first pick 0% | — | GEMINI 9.5%PERPLEXITY 4.8% | Claim |
| 62 | AdminLTE adminlte.io Best for: AI recommends AdminLTE most when buyers ask “what should I use to build an internal admin panel connected to my database” (33.3% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions · avg pos 19.7 first pick 0% | — | GEMINI 14.3% | Claim |
| 63 | Dev.to dev.to | 6.1% 95% CI 2.1–16.5% 3 mentions first pick 0% | — | PERPLEXITY 14.3% | Claim |
| 64 | MindStudio mindstudio.ai Best for: AI recommends MindStudio most when buyers ask “how do I build internal ops tools for my support team without full engineering resources” (33.3% of those answers) | 6.1% 95% CI 2.1–16.5% 3 mentions first pick 0% | — | PERPLEXITY 14.3% | Claim |
| 65 | Docker docker.com | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 3 first pick 0% | — | GEMINI 4.8%CLAUDE 14.3% | Claim |
| 66 | Supabase supabase.com Best for: AI recommends Supabase most when buyers ask “what should I use to build an internal admin panel connected to my database” (44.4% of those answers) | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 7 first pick 0% | — | GEMINI 4.8%PERPLEXITY 4.8% | Claim |
| 67 | Glide AI Agent glideapps.com | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 10 first pick 0% | — | GEMINI 9.5% | Claim |
| 68 | Northflank northflank.com Best for: AI recommends Northflank most when buyers ask “developer-friendly alternatives to complex internal tooling platforms” (33.3% of those answers) | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 10.5 first pick 0% | — | GEMINI 4.8%CLAUDE 14.3% | Claim |
| 69 | n8n n8n.io | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 11 first pick 0% | — | GEMINI 4.8%CLAUDE 14.3% | Claim |
| 70 | Airplane airplane.dev | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 13 first pick 0% | — | GEMINI 4.8%CLAUDE 14.3% | Claim |
| 71 | Internal.io internal.io | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 13 first pick 0% | — | GEMINI 4.8%CLAUDE 14.3% | Claim |
| 72 | Blazor | 4.1% 95% CI 1.1–13.7% 2 mentions · avg pos 18 first pick 0% | — | GEMINI 9.5% | Claim |
| 73 | F6S f6s.com | 4.1% 95% CI 1.1–13.7% 2 mentions first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 74 | Lovable.dev lovable.dev | 4.1% 95% CI 1.1–13.7% 2 mentions first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 75 | Smartsheet smartsheet.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 1 first pick 100% | — | GEMINI 4.8% | Claim |
| 76 | ProcessMaker | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 2 first pick 0% | — | GEMINI 4.8% | Claim |
| 77 | Wrike wrike.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 2 first pick 0% | — | GEMINI 4.8% | Claim |
| 78 | Nintex | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 3 first pick 0% | — | GEMINI 4.8% | Claim |
| 79 | Roadie roadie.io | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 4 first pick 0% | — | CLAUDE 14.3% | Claim |
| 80 | NocoDB nocodb.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 6 first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 81 | Agentforce salesforce.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 7 first pick 0% | — | GEMINI 4.8% | Claim |
| 82 | React Admin marmelab.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 7 first pick 0% | — | GEMINI 4.8% | Claim |
| 83 | Plasmic plasmic.app | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 8 first pick 0% | — | GEMINI 4.8% | Claim |
| 84 | Ruby on Rails Best for: AI recommends Ruby on Rails most when buyers ask “what should I use to build an internal admin panel connected to my database” (33.3% of those answers) | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 8 first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 85 | Stacker stackerhq.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 8 first pick 0% | — | GEMINI 4.8% | Claim |
| 86 | Microsoft microsoft.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 9 first pick 0% | — | GEMINI 4.8% | Claim |
| 87 | Vuetify vuetifyjs.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 15 first pick 0% | — | GEMINI 4.8% | Claim |
| 88 | Angular ngx-admin | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 17 first pick 0% | — | GEMINI 4.8% | Claim |
| 89 | Zendesk zendesk.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 17 first pick 0% | — | GEMINI 4.8% | Claim |
| 90 | Remix | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 18 first pick 0% | — | GEMINI 4.8% | Claim |
| 91 | Material UI mui.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 19 first pick 0% | — | GEMINI 4.8% | Claim |
| 92 | ASP.NET asp.net | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 21 first pick 0% | — | GEMINI 4.8% | Claim |
| 93 | Postman postman.com | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 24 first pick 0% | — | GEMINI 4.8% | Claim |
| 94 | Strapi strapi.io | 2% 95% CI 0.4–10.7% 1 mentions · avg pos 26 first pick 0% | — | GEMINI 4.8% | Claim |
| 95 | ContactMonkey contactmonkey.com | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 96 | Fillout fillout.com | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 97 | Forge | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 98 | Gain gainhq.com | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | GEMINI 4.8% | Claim |
| 99 | Gumloop gumloop.com | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 100 | Hostinger hostinger.com | 2% 95% CI 0.4–10.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
Reading the numbers: Share is a point estimate on 49 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.
What AI recommends in adjacent categories — same method, fresh weekly.
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