Design & Image · Capability Gaps

Design & Image: Capability Gaps & Weakest Dimensions (2026)

For each recorded dimension, this page lists every Design & Image tool scoring below the channel median (55 tools; channel overall median 78.4). The channel's weakest recorded dimension is Feature Depth (median 76). Every score carries its archive snapshot date — these are recorded values, not audits or predictions.

Output Quality — median 78, 22 tool(s) below

ToolOutput QualityOverallSnapshot
Upscayl7478.62026-09-16
Coolors7278.22026-09-15
Khroma7077.52026-09-15
Microsoft Designer7676.92026-09-15
Pebblely7676.92026-09-15
Civitai7476.32026-09-15
Getimg.ai7676.32026-09-15
Tensor.Art7476.32026-09-15
Beautiful.ai7676.12026-09-15
Brandmark7475.82026-09-16
Picsart7475.72026-09-16
Pixelcut7475.72026-09-16
DreamStudio (Brand Studio)7675.52026-09-16
VanceAI7475.42026-09-16
BlueWillow7075.22026-09-16
Hotpot.ai7474.92026-09-15
Cleanup.pictures7274.82026-09-16
SnapEdit7274.82026-09-16
Artbreeder7474.62026-09-15
OpenArt7274.22026-09-16
Fontjoy6473.72026-09-16
LogoAI7273.42026-09-16

Feature Depth — median 76, 24 tool(s) below

ToolFeature DepthOverallSnapshot
Remove.bg7480.92026-09-15
Image Creator6280.22026-09-17
Qwen-Image7479.12026-09-17
Upscayl7078.62026-09-16
Kolors7078.42026-09-17
Coolors7278.22026-09-15
Imagen7478.22026-09-17
PicWish7478.12026-09-15
Vectorizer.AI7278.12026-09-15
Khroma6677.52026-09-15
Magnific AI7477.42026-09-13
HunyuanImage7277.22026-09-17
Microsoft Designer7476.92026-09-15
Pebblely7476.92026-09-15
Beautiful.ai7476.12026-09-15
Brandmark7275.82026-09-16
Pixelcut7475.72026-09-16
BlueWillow7075.22026-09-16
Hotpot.ai7474.92026-09-15
Cleanup.pictures7074.82026-09-16
SnapEdit7274.82026-09-16
Artbreeder7274.62026-09-15
Fontjoy6273.72026-09-16
LogoAI7273.42026-09-16

Usability — median 82, 27 tool(s) below

ToolUsabilityOverallSnapshot
Qwen-Image6679.12026-09-17
ComfyUI7078.92026-09-16
Seedream7478.72026-09-17
Upscayl7878.62026-09-16
Kolors6678.42026-09-17
Imagen7678.22026-09-17
Vectorizer.AI8078.12026-09-15
NightCafe8077.92026-09-15
Khroma8077.52026-09-15
Magnific AI7877.42026-09-13
HunyuanImage6277.22026-09-17
Civitai7676.32026-09-15
Getimg.ai7876.32026-09-15
Tensor.Art7676.32026-09-15
Brandmark7875.82026-09-16
Picsart8075.72026-09-16
Pixelcut8075.72026-09-16
DreamStudio (Brand Studio)7875.52026-09-16
VanceAI7875.42026-09-16
BlueWillow7875.22026-09-16
Hotpot.ai8074.92026-09-15
Cleanup.pictures8074.82026-09-16
SnapEdit8074.82026-09-16
Artbreeder7874.62026-09-15
OpenArt7674.22026-09-16
Fontjoy7873.72026-09-16
LogoAI7673.42026-09-16

Performance — median 78, 22 tool(s) below

ToolPerformanceOverallSnapshot
Image Creator7680.22026-09-17
Qwen-Image7279.12026-09-17
Upscayl7678.62026-09-16
Kolors7678.42026-09-17
Imagen7678.22026-09-17
Khroma7677.52026-09-15
HunyuanImage6877.22026-09-17
Civitai7476.32026-09-15
Getimg.ai7676.32026-09-15
Tensor.Art7476.32026-09-15
Brandmark7475.82026-09-16
Picsart7675.72026-09-16
Pixelcut7675.72026-09-16
DreamStudio (Brand Studio)7675.52026-09-16
VanceAI7675.42026-09-16
BlueWillow7275.22026-09-16
Cleanup.pictures7674.82026-09-16
SnapEdit7474.82026-09-16
Artbreeder7674.62026-09-15
OpenArt7474.22026-09-16
Fontjoy7273.72026-09-16
LogoAI7273.42026-09-16

Value for Money — median 78, 24 tool(s) below

ToolValue for MoneyOverallSnapshot
Adobe Firefly7482.82026-09-06
Figma Make7482.32026-09-15
GPT Image7681.02026-09-17
Remove.bg7680.92026-09-15
Kittl7480.32026-09-15
Topaz Photo AI6479.92026-09-15
Seedream7478.72026-09-17
Imagen7478.22026-09-17
PicWish7678.12026-09-15
Vectorizer.AI7478.12026-09-15
NightCafe7677.92026-09-15
Magnific AI6277.42026-09-13
Microsoft Designer7676.92026-09-15
Pebblely7676.92026-09-15
Getimg.ai7676.32026-09-15
Beautiful.ai7276.12026-09-15
Picsart7275.72026-09-16
Pixelcut7675.72026-09-16
DreamStudio (Brand Studio)7275.52026-09-16
VanceAI7475.42026-09-16
Hotpot.ai7074.92026-09-15
Artbreeder7474.62026-09-15
OpenArt7474.22026-09-16
LogoAI7673.42026-09-16

Methodology — dimension medians computed from data/tools/<slug>.json v2-5dim snapshots (55 tools, snapshots 2026-09-06 – 2026-09-17). "Below median" = strictly lower than the channel median on that dimension. No lab measurements; snapshot dates are shown per row.