AI Index / Design feedback tools for creative teams

Best Design feedback tools for creative teams

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.

Updated weekly72 samples4 enginesmethodology

Sample: 72 AI answers · Window: Jul 17, 2026Aug 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.

What is the best design feedback tools for creative teams?

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.

recommendedlistedneutral mentionwarned againstRecommendation share counts answers that recommend or list it — neutral mentions and warnings shown for transparency
#ProductShareTrendEngines
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 63.983.6%

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 6181.2%

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 55.276.5%

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 5172.8%

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 44.166.5%

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 36.158.6%

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 34.857.3%

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 2647.6%

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 23.544.8%

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 18.839%

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 18.839%

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 18.839%

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 15.334.6%

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 13.131.6%

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 1230%

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 1230%

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 10.928.5%

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 7.723.7%

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 7.723.7%

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 6.722.1%

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 5.720.4%

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 5.720.4%

8 mentions · avg pos 7.8

first pick 0%

GEMINI 29.2%CLAUDE 6.3%
Claim
23
FigJam

11.1%

95% CI 5.720.4%

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 4.818.7%

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 4.818.7%

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 4.818.7%

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 315.2%

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 2.213.4%

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 2.213.4%

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 2.213.4%

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 2.213.4%

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 2.213.4%

4 mentions · avg pos 12

first pick 0%

GEMINI 4.2%PERPLEXITY 12.5%
Claim
33
The Crit

thecrit.co

5.6%

95% CI 2.213.4%

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 2.213.4%

4 mentions · avg pos 18

first pick 0%

CHATGPT 25%PERPLEXITY 8.3%
Claim
35
SourceForge

sourceforge.net

5.6%

95% CI 2.213.4%

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 1.411.5%

3 mentions · avg pos 5.7

first pick 0%

GEMINI 4.2%PERPLEXITY 8.3%
Claim
37
Jira

4.2%

95% CI 1.411.5%

3 mentions · avg pos 6.5

first pick 0%

CLAUDE 12.5%PERPLEXITY 4.2%
Claim
38
ReviewStudio

4.2%

95% CI 1.411.5%

3 mentions · avg pos 6.5

first pick 0%

GEMINI 8.3%CLAUDE 6.3%
Claim
39
Picflow

picflow.com

4.2%

95% CI 1.411.5%

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 1.411.5%

3 mentions · avg pos 11.7

first pick 0%

GEMINI 12.5%
Claim
41
Atarim

atarim.io

4.2%

95% CI 1.411.5%

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 1.411.5%

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 1.411.5%

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 0.89.6%

2 mentions · avg pos 3

first pick 0%

PERPLEXITY 8.3%
Claim
45
Bubbles

2.8%

95% CI 0.89.6%

2 mentions · avg pos 3.5

first pick 0%

PERPLEXITY 8.3%
Claim
46
Red Pen

2.8%

95% CI 0.89.6%

2 mentions · avg pos 3.5

first pick 0%

PERPLEXITY 8.3%
Claim
47
Conceptboard

conceptboard.com

2.8%

95% CI 0.89.6%

2 mentions · avg pos 4

first pick 0%

PERPLEXITY 8.3%
Claim
48
ShotMark

shotmark.dev

2.8%

95% CI 0.89.6%

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 0.89.6%

2 mentions · avg pos 9

first pick 0%

CHATGPT 25%
Claim
50
Mural

mural.co

2.8%

95% CI 0.89.6%

2 mentions · avg pos 9

first pick 0%

GEMINI 4.2%PERPLEXITY 4.2%
Claim
51
ManyRequests

2.8%

95% CI 0.89.6%

2 mentions · avg pos 10.5

first pick 0%

GEMINI 4.2%PERPLEXITY 4.2%
Claim
52
Whimsical

whimsical.com

2.8%

95% CI 0.89.6%

2 mentions · avg pos 10.5

first pick 0%

GEMINI 4.2%PERPLEXITY 4.2%
Claim
53
GoProof

2.8%

95% CI 0.89.6%

2 mentions · avg pos 11

first pick 0%

GEMINI 4.2%CLAUDE 6.3%
Claim
54
PDF Annotator

2.8%

95% CI 0.89.6%

2 mentions · avg pos 11

first pick 0%

GEMINI 8.3%
Claim
55
Wipster

2.8%

95% CI 0.89.6%

2 mentions · avg pos 11

first pick 0%

GEMINI 8.3%
Claim
56
Notable

notableapp.com

2.8%

95% CI 0.89.6%

2 mentions · avg pos 12

first pick 0%

CLAUDE 6.3%PERPLEXITY 4.2%
Claim
57
Canva

canva.com

2.8%

95% CI 0.89.6%

2 mentions · avg pos 19.5

first pick 0%

GEMINI 4.2%CHATGPT 12.5%
Claim
58
Abstract

abstract.com

1.4%

95% CI 0.27.5%

1 mentions · avg pos 1

first pick 100%

CLAUDE 6.3%
Claim
59
Bounce

1.4%

95% CI 0.27.5%

1 mentions · avg pos 3

first pick 0%

PERPLEXITY 4.2%
Claim
60
Prevue

1.4%

95% CI 0.27.5%

1 mentions · avg pos 3

first pick 0%

PERPLEXITY 4.2%
Claim
61
Design Drop

1.4%

95% CI 0.27.5%

1 mentions · avg pos 4

first pick 0%

PERPLEXITY 4.2%
Claim
62
Miro Freehand

1.4%

95% CI 0.27.5%

1 mentions · avg pos 6

first pick 0%

PERPLEXITY 4.2%
Claim
63
Maze

maze.co

1.4%

95% CI 0.27.5%

1 mentions · avg pos 7

first pick 0%

PERPLEXITY 4.2%
Claim
64
Dropbox Sign

dropbox.com

1.4%

95% CI 0.27.5%

1 mentions · avg pos 8

first pick 0%

PERPLEXITY 4.2%
Claim
65
Moqups

moqups.com

1.4%

95% CI 0.27.5%

1 mentions · avg pos 8

first pick 0%

PERPLEXITY 4.2%
Claim
66
Wrike

wrike.com

1.4%

95% CI 0.27.5%

1 mentions · avg pos 8

first pick 0%

CLAUDE 6.3%
Claim
67
Storyflow

storyflow.so

1.4%

95% CI 0.27.5%

1 mentions · avg pos 18

first pick 0%

GEMINI 4.2%
Claim
68
Nimbus Capture

1.4%

95% CI 0.27.5%

1 mentions · avg pos 25

first pick 0%

GEMINI 4.2%
Claim
69
Microsoft

microsoft.com

1.4%

95% CI 0.27.5%

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 0.27.5%

1 mentions

first pick 0%

PERPLEXITY 4.2%
Claim
71
MockFlow IdeaBoard

mockflow.com

1.4%

95% CI 0.27.5%

1 mentions

first pick 0%

PERPLEXITY 4.2%
Claim
72
Paymo

paymoapp.com

1.4%

95% CI 0.27.5%

1 mentions

first pick 0%

PERPLEXITY 4.2%
Claim
73
Reclaim.ai

reclaim.ai

1.4%

95% CI 0.27.5%

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 0.27.5%

1 mentions

first pick 0%

PERPLEXITY 4.2%
Claim
75
Zeplin

1.4%

95% CI 0.27.5%

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 0.27.5%

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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