What AI assistants actually recommend when buyers ask about design feedback tools for creative teams — measured weekly across 4 engines, published as open data.
Updated 2026-08-14 · 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 17, 2026 – Aug 14, 2026 (4-week rolling) · trend vs prior 4 weeks (26 answers)
Samples by engine: GEMINI 24 (last run Aug 1, 2026) · PERPLEXITY 24 (last run Aug 1, 2026) · CLAUDE 16 (last run Aug 2, 2026) · CHATGPT 8 (last run Aug 1, 2026) · GROK 0 (last run Jul 13, 2026 — stalest)
How these numbers are made: sampling design · prompt provenance · what counts as a mention · what we cannot see
On the record: This ranking is frozen as a dated snapshot every day. View this category's history to see what entered and left the ranking and when, or read what the engines actually said on a given day.
Across 72 sampled AI answers from 4 engines, BugHerd is recommended most often — appearing in 75% of recommendations, followed by Markup (72.2%) and Figma (66.7%).
This is a measurement of share of voice across 4 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | BugHerd bugherd.com Best for: AI recommends BugHerd most when buyers ask “best design feedback tools for creative and product design teams” (100% of those answers) | 75% 95% CI 63.9–83.6% 54 mentions · avg pos 5.5 first pick 27.8% | — | GEMINI 75%CHATGPT 87.5%CLAUDE 68.8%PERPLEXITY 75% | Claim |
| 2 | Markup markup.io Best for: AI recommends Markup most when buyers ask “alternatives to large design collaboration platforms for teams that only need feedback and annotation features” (100% of those answers) | 72.2% 95% CI 61–81.2% 52 mentions · avg pos 4.8 first pick 15.4% | — | GEMINI 75%CHATGPT 87.5%CLAUDE 75%PERPLEXITY 62.5% | Claim |
| 3 | Figma figma.com Best for: AI recommends Figma most when buyers ask “what design feedback tool should a freelance UI designer use when presenting concepts to clients” (100% of those answers) | 66.7% 95% CI 55.2–76.5% 48 mentions · avg pos 5.6 first pick 22.9% | — | GEMINI 75%CHATGPT 87.5%CLAUDE 43.8%PERPLEXITY 66.7% | Claim |
| 4 | Pastel usepastel.com Best for: AI recommends Pastel most when buyers ask “alternatives to large design collaboration platforms for teams that only need feedback and annotation features” (100% of those answers) | 62.5% 95% CI 51–72.8% 45 mentions · avg pos 3.9 first pick 33.3% | — | GEMINI 54.2%CHATGPT 75%CLAUDE 75%PERPLEXITY 58.3% | Claim |
| 5 | Filestage filestage.io Best for: AI recommends Filestage most when buyers ask “top design review tools for creative teams that need clear client or stakeholder feedback on visuals” (100% of those answers) | 55.6% 95% CI 44.1–66.5% 40 mentions · avg pos 4.8 first pick 7.5% | — | GEMINI 66.7%CHATGPT 75%CLAUDE 37.5%PERPLEXITY 50% | Claim |
| 6 | Marker marker.io Best for: AI recommends Marker most when buyers ask “how do I collect clear and actionable visual feedback from clients without endless email threads” (66.7% of those answers) | 47.2% 95% CI 36.1–58.6% 34 mentions · avg pos 7.7 first pick 11.8% | — | GEMINI 75%CHATGPT 25%CLAUDE 37.5%PERPLEXITY 33.3% | Claim |
| 7 | Ruttl ruttl.com Best for: AI recommends Ruttl most when buyers ask “alternatives to large design collaboration platforms for teams that only need feedback and annotation features” (66.7% of those answers) | 45.8% 95% CI 34.8–57.3% 33 mentions · avg pos 6.7 first pick 6.1% | — | GEMINI 83.3%CHATGPT 12.5%CLAUDE 43.8%PERPLEXITY 20.8% | Claim |
| 8 | Ziflow ziflow.com Best for: AI recommends Ziflow most when buyers ask “top design review tools for creative teams that need clear client or stakeholder feedback on visuals” (88.9% of those answers) | 36.1% 95% CI 26–47.6% 26 mentions · avg pos 4.1 first pick 30.8% | — | GEMINI 33.3%CHATGPT 75%CLAUDE 6.3%PERPLEXITY 45.8% | Claim |
| 9 | Miro miro.com Best for: AI recommends Miro most when buyers ask “best design feedback tools for creative and product design teams” (77.8% of those answers) | 33.3% 95% CI 23.5–44.8% 24 mentions · avg pos 6.3 first pick 12.5% | — | GEMINI 58.3%CHATGPT 25%CLAUDE 18.8%PERPLEXITY 20.8% | Claim |
| 10 | GoVisually govisually.com Best for: AI recommends GoVisually most when buyers ask “alternatives to large design collaboration platforms for teams that only need feedback and annotation features” (77.8% of those answers) | 27.8% 95% CI 18.8–39% 20 mentions · avg pos 5.9 first pick 10% | — | GEMINI 20.8%CHATGPT 37.5%CLAUDE 18.8%PERPLEXITY 37.5% | Claim |
| 11 | Asana asana.com Best for: AI recommends Asana most when buyers ask “dedicated design feedback tools vs general-purpose collaboration platforms for creative review workflows” (55.6% of those answers) | 27.8% 95% CI 18.8–39% 20 mentions · avg pos 8.5 first pick 0% | — | GEMINI 45.8%CHATGPT 37.5%CLAUDE 6.3%PERPLEXITY 20.8% | Claim |
| 12 | Usersnap usersnap.com Best for: AI recommends Usersnap most when buyers ask “how do I collect clear and actionable visual feedback from clients without endless email threads” (66.7% of those answers) | 27.8% 95% CI 18.8–39% 20 mentions · avg pos 9 first pick 0% | — | GEMINI 62.5%CLAUDE 12.5%PERPLEXITY 12.5% | Claim |
| 13 | Slack slack.com Best for: AI recommends Slack most when buyers ask “dedicated design feedback tools vs general-purpose collaboration platforms for creative review workflows” (55.6% of those answers) | 23.6% 95% CI 15.3–34.6% 17 mentions · avg pos 10.8 first pick 0% | — | GEMINI 37.5%CHATGPT 25%CLAUDE 12.5%PERPLEXITY 16.7% | Claim |
| 14 | Annotate Best for: AI recommends Annotate most when buyers ask “alternatives to large design collaboration platforms for teams that only need feedback and annotation features” (44.4% of those answers) | 20.8% 95% CI 13.1–31.6% 15 mentions · avg pos 7.9 first pick 6.7% | — | GEMINI 37.5%CHATGPT 12.5%CLAUDE 18.8%PERPLEXITY 8.3% | Claim |
| 15 | zipBoard zipboard.co Best for: AI recommends zipBoard most when buyers ask “alternatives to large design collaboration platforms for teams that only need feedback and annotation features” (33.3% of those answers) | 19.4% 95% CI 12–30% 14 mentions · avg pos 8.1 first pick 0% | — | GEMINI 54.2%PERPLEXITY 4.2% | Claim |
| 16 | Trello trello.com Best for: AI recommends Trello most when buyers ask “how do I collect clear and actionable visual feedback from clients without endless email threads” (55.6% of those answers) | 19.4% 95% CI 12–30% 14 mentions · avg pos 8.3 first pick 0% | — | GEMINI 29.2%CHATGPT 25%CLAUDE 6.3%PERPLEXITY 16.7% | Claim |
| 17 | PageProof Best for: AI recommends PageProof most when buyers ask “top design review tools for creative teams that need clear client or stakeholder feedback on visuals” (88.9% of those answers) | 18.1% 95% CI 10.9–28.5% 13 mentions · avg pos 5.8 first pick 0% | — | GEMINI 29.2%CLAUDE 12.5%PERPLEXITY 16.7% | Claim |
| 18 | Frame.io frame.io Best for: AI recommends Frame.io most when buyers ask “dedicated design feedback tools vs general-purpose collaboration platforms for creative review workflows” (33.3% of those answers) | 13.9% 95% CI 7.7–23.7% 10 mentions · avg pos 7.4 first pick 0% | — | GEMINI 8.3%CHATGPT 37.5%CLAUDE 25%PERPLEXITY 4.2% | Claim |
| 19 | UserBack userback.io Best for: AI recommends UserBack most when buyers ask “how do I collect clear and actionable visual feedback from clients without endless email threads” (44.4% of those answers) | 13.9% 95% CI 7.7–23.7% 10 mentions · avg pos 8.1 first pick 0% | — | GEMINI 29.2%PERPLEXITY 12.5% | Claim |
| 20 | ProofHub proofhub.com Best for: AI recommends ProofHub most when buyers ask “best design feedback tools for creative and product design teams” (33.3% of those answers) | 12.5% 95% CI 6.7–22.1% 9 mentions · avg pos 7 first pick 0% | — | GEMINI 25%CLAUDE 12.5%PERPLEXITY 4.2% | Claim |
| 21 | Loom loom.com Best for: AI recommends Loom most when buyers ask “what design feedback tool should a freelance UI designer use when presenting concepts to clients” (44.4% of those answers) | 11.1% 95% CI 5.7–20.4% 8 mentions · avg pos 7.3 first pick 0% | — | GEMINI 8.3%CHATGPT 12.5%CLAUDE 6.3%PERPLEXITY 16.7% | Claim |
| 22 | InVision invisionapp.com Best for: AI recommends InVision most when buyers ask “what design feedback tool should a freelance UI designer use when presenting concepts to clients” (33.3% of those answers) | 11.1% 95% CI 5.7–20.4% 8 mentions · avg pos 7.8 first pick 0% | — | GEMINI 29.2%CLAUDE 6.3% | Claim |
| 23 | FigJam | 11.1% 95% CI 5.7–20.4% 8 mentions · avg pos 8 first pick 0% | — | GEMINI 25%CLAUDE 6.3%PERPLEXITY 4.2% | Claim |
| 24 | Huddlekit huddlekit.com Best for: AI recommends Huddlekit most when buyers ask “top design review tools for creative teams that need clear client or stakeholder feedback on visuals” (55.6% of those answers) | 9.7% 95% CI 4.8–18.7% 7 mentions · avg pos 4.5 first pick 14.3% | — | PERPLEXITY 29.2% | Claim |
| 25 | Linear linear.app Best for: AI recommends Linear most when buyers ask “best design feedback tools for creative and product design teams” (33.3% of those answers) | 9.7% 95% CI 4.8–18.7% 7 mentions · avg pos 7.3 first pick 0% | — | CHATGPT 37.5%CLAUDE 18.8%PERPLEXITY 4.2% | Claim |
| 26 | Feedbucket feedbucket.app Best for: AI recommends Feedbucket most when buyers ask “how do I collect clear and actionable visual feedback from clients without endless email threads” (66.7% of those answers) | 9.7% 95% CI 4.8–18.7% 7 mentions · avg pos 10 first pick 0% | — | GEMINI 12.5%PERPLEXITY 16.7% | Claim |
| 27 | UXPin uxpin.com Best for: AI recommends UXPin most when buyers ask “simpler design feedback tools for small creative studios instead of full-suite design platforms” (33.3% of those answers) | 6.9% 95% CI 3–15.2% 5 mentions · avg pos 9 first pick 0% | — | GEMINI 4.2%PERPLEXITY 16.7% | Claim |
| 28 | Webflow webflow.com Best for: AI recommends Webflow most when buyers ask “what design feedback tool should a freelance UI designer use when presenting concepts to clients” (44.4% of those answers) | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 3.5 first pick 0% | — | GEMINI 8.3%PERPLEXITY 8.3% | Claim |
| 29 | Featurebase featurebase.app Best for: AI recommends Featurebase most when buyers ask “what design feedback tool should a freelance UI designer use when presenting concepts to clients” (44.4% of those answers) | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 6 first pick 25% | — | CHATGPT 50% | Claim |
| 30 | Notion notion.so Best for: AI recommends Notion most when buyers ask “dedicated design feedback tools vs general-purpose collaboration platforms for creative review workflows” (33.3% of those answers) | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 11 first pick 0% | — | GEMINI 8.3%PERPLEXITY 8.3% | Claim |
| 31 | Aligno aligno.io Best for: AI recommends Aligno most when buyers ask “what design feedback tool should a freelance UI designer use when presenting concepts to clients” (33.3% of those answers) | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 11.5 first pick 0% | — | CHATGPT 37.5%CLAUDE 6.3% | Claim |
| 32 | ClickUp clickup.com Best for: AI recommends ClickUp most when buyers ask “alternatives to large design collaboration platforms for teams that only need feedback and annotation features” (33.3% of those answers) | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 12 first pick 0% | — | GEMINI 4.2%PERPLEXITY 12.5% | Claim |
| 33 | The Crit thecrit.co | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 17 first pick 0% | — | GEMINI 4.2%PERPLEXITY 12.5% | Claim |
| 34 | OverlayQA overlayqa.com Best for: AI recommends OverlayQA most when buyers ask “what design feedback tool should a freelance UI designer use when presenting concepts to clients” (33.3% of those answers) | 5.6% 95% CI 2.2–13.4% 4 mentions · avg pos 18 first pick 0% | — | CHATGPT 25%PERPLEXITY 8.3% | Claim |
| 35 | SourceForge sourceforge.net | 5.6% 95% CI 2.2–13.4% 4 mentions first pick 0% | — | PERPLEXITY 16.7% | Claim |
| 36 | Markup Hero markuphero.com Best for: AI recommends Markup Hero most when buyers ask “simpler design feedback tools for small creative studios instead of full-suite design platforms” (33.3% of those answers) | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 5.7 first pick 0% | — | GEMINI 4.2%PERPLEXITY 8.3% | Claim |
| 37 | Jira | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 6.5 first pick 0% | — | CLAUDE 12.5%PERPLEXITY 4.2% | Claim |
| 38 | ReviewStudio | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 6.5 first pick 0% | — | GEMINI 8.3%CLAUDE 6.3% | Claim |
| 39 | Picflow picflow.com | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 9 first pick 0% | — | GEMINI 8.3%CLAUDE 6.3% | Claim |
| 40 | Beep justbeepit.com Best for: AI recommends Beep most when buyers ask “best design feedback tools for creative and product design teams” (33.3% of those answers) | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 11.7 first pick 0% | — | GEMINI 12.5% | Claim |
| 41 | Atarim atarim.io | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 12 first pick 0% | — | GEMINI 4.2%CHATGPT 12.5%PERPLEXITY 4.2% | Claim |
| 42 | StreamWork streamwork.com Best for: AI recommends StreamWork most when buyers ask “top design review tools for creative teams that need clear client or stakeholder feedback on visuals” (44.4% of those answers) | 4.2% 95% CI 1.4–11.5% 3 mentions · avg pos 12 first pick 0% | — | GEMINI 4.2%CLAUDE 6.3%PERPLEXITY 4.2% | Claim |
| 43 | Vibe vibe.us Best for: AI recommends Vibe most when buyers ask “alternatives to large design collaboration platforms for teams that only need feedback and annotation features” (33.3% of those answers) | 4.2% 95% CI 1.4–11.5% 3 mentions first pick 0% | — | PERPLEXITY 12.5% | Claim |
| 44 | Content Snare contentsnare.com Best for: AI recommends Content Snare most when buyers ask “dedicated design feedback tools vs general-purpose collaboration platforms for creative review workflows” (33.3% of those answers) | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 3 first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 45 | Bubbles | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 3.5 first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 46 | Red Pen | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 3.5 first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 47 | Conceptboard conceptboard.com | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 4 first pick 0% | — | PERPLEXITY 8.3% | Claim |
| 48 | ShotMark shotmark.dev | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 6 first pick 0% | — | CLAUDE 6.3%PERPLEXITY 4.2% | Claim |
| 49 | Flyp flyp.space Best for: AI recommends Flyp most when buyers ask “best design feedback tools for creative and product design teams” (33.3% of those answers) | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 9 first pick 0% | — | CHATGPT 25% | Claim |
| 50 | Mural mural.co | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 9 first pick 0% | — | GEMINI 4.2%PERPLEXITY 4.2% | Claim |
| 51 | ManyRequests | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 10.5 first pick 0% | — | GEMINI 4.2%PERPLEXITY 4.2% | Claim |
| 52 | Whimsical whimsical.com | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 10.5 first pick 0% | — | GEMINI 4.2%PERPLEXITY 4.2% | Claim |
| 53 | GoProof | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 11 first pick 0% | — | GEMINI 4.2%CLAUDE 6.3% | Claim |
| 54 | PDF Annotator | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 11 first pick 0% | — | GEMINI 8.3% | Claim |
| 55 | Wipster | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 11 first pick 0% | — | GEMINI 8.3% | Claim |
| 56 | Notable notableapp.com | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 12 first pick 0% | — | CLAUDE 6.3%PERPLEXITY 4.2% | Claim |
| 57 | Canva canva.com | 2.8% 95% CI 0.8–9.6% 2 mentions · avg pos 19.5 first pick 0% | — | GEMINI 4.2%CHATGPT 12.5% | Claim |
| 58 | Abstract abstract.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 1 first pick 100% | — | CLAUDE 6.3% | Claim |
| 59 | Bounce | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 3 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 60 | Prevue | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 3 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 61 | Design Drop | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 4 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 62 | Miro Freehand | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 6 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 63 | Maze maze.co | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 7 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 64 | Dropbox Sign dropbox.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 8 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 65 | Moqups moqups.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 8 first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 66 | Wrike wrike.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 8 first pick 0% | — | CLAUDE 6.3% | Claim |
| 67 | Storyflow storyflow.so | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 18 first pick 0% | — | GEMINI 4.2% | Claim |
| 68 | Nimbus Capture | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 25 first pick 0% | — | GEMINI 4.2% | Claim |
| 69 | Microsoft microsoft.com | 1.4% 95% CI 0.2–7.5% 1 mentions · avg pos 32 first pick 0% | — | CHATGPT 12.5% | Claim |
| 70 | F6S f6s.com Best for: AI recommends F6S most when buyers ask “what design feedback tool should a freelance UI designer use when presenting concepts to clients” (33.3% of those answers) | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 71 | MockFlow IdeaBoard mockflow.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 72 | Paymo paymoapp.com | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 73 | Reclaim.ai reclaim.ai | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 74 | The Digital Project Manager thedigitalprojectmanager.com Best for: AI recommends The Digital Project Manager most when buyers ask “alternatives to large design collaboration platforms for teams that only need feedback and annotation features” (33.3% of those answers) | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | PERPLEXITY 4.2% | Claim |
| 75 | Zeplin | 1.4% 95% CI 0.2–7.5% 1 mentions first pick 0% | — | CLAUDE 6.3% | Claim |
| 76 | Zonka Feedback zonkafeedback.com Best for: AI recommends Zonka Feedback most when buyers ask “how do I collect clear and actionable visual feedback from clients without endless email threads” (33.3% of those answers) | 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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