Automotive

Tested

  • Avg AIMAC Debt 11.55
  • Avg Cost $0.16
  • Models Tested 72
  • Zero Debt 2
  • Avg Violations 23.1

Insights for Automotive

  • Common Issues: Elements must meet minimum color contrast ratio thresholds, Select element must have an accessible name, Images must have alternative text
  • Category Difficulty: Rank #2 of 28 categories (based on average model performance)
  • Real-World Comparison: The WebAIM Million audits accessibility across 1 million real websites annually. Using different automated tools, AI models showed 61.9% fewer detected issues than real Automotive websites (23.1 axe-core violations vs 60.6 WAVE errors).
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Beam 1.0 501B A23B

AIMAC Debt: 33.50
Cost: $0.024

Claude Fable 5.2

AIMAC Debt: 5.67
Cost: $1.76

Claude Haiku 5.5

AIMAC Debt: 4.19
Cost: $0.012

Claude Opus 5.5

AIMAC Debt: 10.78
Cost: $0.53

Claude Sonnet 5.5

AIMAC Debt: 5.80
Cost: $0.29

Codestral 2508

AIMAC Debt: 9.06
Cost: $0.007

DeepSeek V4 Pro 0813

AIMAC Debt: 5.67
Cost: $0.10

DeepSeek V4.1 Flash 1017

AIMAC Debt: 5.33
Cost: $0.009

Ember 1

AIMAC Debt: 4.00
Cost: $0.43

Flint (free)

AIMAC Debt: 4.70
Cost: $0.00

Gemini 3.5 Flash Lite

AIMAC Debt: 33.68
Cost: $0.033

Gemini 3.8 Flash

AIMAC Debt: 22.60
Cost: $0.08

Gemini 4 Argon

AIMAC Debt: 5.14
Cost: $0.19

Gemini 4 Carbon

AIMAC Debt: 21.36
Cost: $0.26

Gemini 4 Hydrogen

AIMAC Debt: 3.71
Cost: $0.19

Gemma 4 26B A4B

AIMAC Debt: 20.75
Cost: $0.0014

Gemma 4 31B

AIMAC Debt: 34.10
Cost: $0.007

GLM 4.7 Flash

AIMAC Debt: 9.19
Cost: $0.004

GLM 5.3

AIMAC Debt: 9.51
Cost: $0.15

GLM 5.3 Flash

AIMAC Debt: 2.66
Cost: $0.05

GPT 5.4 Mini

AIMAC Debt: 0.00
Cost: $0.03

GPT 6 Astra

AIMAC Debt: 3.71
Cost: $0.98

GPT 6 Astra Pro

AIMAC Debt: 3.05
Cost: $2.58

GPT 6 Luna

AIMAC Debt: 4.19
Cost: $0.006

GPT 6 Luna Pro

AIMAC Debt: 3.98
Cost: $0.017

GPT 6.1 Sol

AIMAC Debt: 7.44
Cost: $0.24

GPT 6.1 Sol Pro

AIMAC Debt: 8.27
Cost: $0.44

GPT 6.1 Terra

AIMAC Debt: 4.99
Cost: $0.05

GPT 6.1 Terra Pro

AIMAC Debt: 4.37
Cost: $0.14

gpt oss 120b

AIMAC Debt: 0.00
Cost: $0.003

Granite 4.2 8B

AIMAC Debt: 2.00
Cost: $0.0012

Grok 4.7

AIMAC Debt: 2.00
Cost: $0.07

Grok Build 0.1

AIMAC Debt: 30.40
Cost: $0.04

Hy4

AIMAC Debt: 4.09
Cost: $0.03

Inkling

AIMAC Debt: 26.80
Cost: $0.06

Inkling Small

AIMAC Debt: 3.71
Cost: $0.012

Kimi K2.7 Code

AIMAC Debt: 4.51
Cost: $0.21

Kimi K3.1 Pro

AIMAC Debt: 4.66
Cost: $0.50

Ling 3.0 Flash

AIMAC Debt: 23.08
Cost: $0.0007

LongCat 2.0

AIMAC Debt: 16.12
Cost: $0.03

MiMo V2.6 Flash

AIMAC Debt: 5.41
Cost: $0.008

MiMo V2.6 Pro

AIMAC Debt: 5.30
Cost: $0.03

MiniMax M3

AIMAC Debt: 4.51
Cost: $0.015

MiniMax M3.1 Flash

AIMAC Debt: 11.94
Cost: $0.03

Mistral Large 4

AIMAC Debt: 5.88
Cost: $0.34

Mistral Medium 3.5

AIMAC Debt: 8.44
Cost: $0.06

Mistral Small 4

AIMAC Debt: 45.08
Cost: $0.006

Muse Ember

AIMAC Debt: 32.71
Cost: $0.01

Muse Glimmer 30B

AIMAC Debt: 3.98
Cost: $0.006

Muse Spark 1.3

AIMAC Debt: 40.78
Cost: $0.08

Muse Spark Open

AIMAC Debt: 67.42
Cost: $0.08

Muse Wonder

AIMAC Debt: 48.13
Cost: $0.23

Nemotron 3 Ultra

AIMAC Debt: 4.37
Cost: $0.05

Nemotron 3.5 Lightning

AIMAC Debt: 4.37
Cost: $0.0014

Nemotron 3.5 Super VL

AIMAC Debt: 4.19
Cost: $0.005

Nex N2.5 Mini

AIMAC Debt: 5.67
Cost: $0.002

Nex N2.6

AIMAC Debt: 3.53
Cost: $0.01

Nova 2 Lite

AIMAC Debt: 8.70
Cost: $0.013

Particle 1

AIMAC Debt: 5.30
Cost: $0.017

Qwen3 Coder Next

AIMAC Debt: 3.05
Cost: $0.007

Qwen3.7 Plus

AIMAC Debt: 4.58
Cost: $0.02

Qwen3.8 2.4T A95B

AIMAC Debt: 5.97
Cost: $0.35

Qwen3.8 27B

AIMAC Debt: 5.06
Cost: $0.16

Qwen3.8 Flash

AIMAC Debt: 6.37
Cost: $0.017

Qwen3.8 Max (0902)

AIMAC Debt: 4.94
Cost: $0.20

Qwen3.8 Omni Flash

AIMAC Debt: 3.32
Cost: $0.025

Ripple 65B Preview

AIMAC Debt: 23.01
Cost: $0.02

Seed 2.1 Turbo

AIMAC Debt: 31.35
Cost: $0.07

Solar Mini 4

AIMAC Debt: 4.28
Cost: $0.0017

Solar Pro 4

AIMAC Debt: 2.66
Cost: $0.002

Step 3.7 Flash

AIMAC Debt: 9.05
Cost: $0.016

Step 5 Preview

AIMAC Debt: 3.53
Cost: $0.06

Model Results

AIMAC Debt:The model's accessibility debt for this category (lower = better)
Model rankings for this category showing scores and violation counts
lower = better in usd
gpt oss 120b 0.00 $0.003 0 0
GPT 5.4 Mini 0.00 $0.03 0 0
Granite 4.2 8B 2.00 $0.0012 0 1
Grok 4.7 2.00 $0.07 0 1
Solar Pro 4 2.66 $0.002 0 2
GLM 5.3 Flash 2.66 $0.05 0 2
Qwen3 Coder Next 3.05 $0.007 0 3
GPT 6 Astra Pro 3.05 $2.58 0 3
Qwen3.8 Omni Flash 3.32 $0.025 0 4
Step 5 Preview 3.53 $0.06 0 5
Nex N2.6 3.53 $0.01 0 5
Inkling Small 3.71 $0.012 0 6
GPT 6 Astra 3.71 $0.98 0 6
Gemini 4 Hydrogen 3.71 $0.19 0 6
Muse Glimmer 30B 3.98 $0.006 0 8
GPT 6 Luna Pro 3.98 $0.017 0 8
Ember 1 4.00 $0.43 0 4
Hy4 4.09 $0.03 0 9
GPT 6 Luna 4.19 $0.006 0 10
Claude Haiku 5.5 4.19 $0.012 0 10
Nemotron 3.5 Super VL 4.19 $0.005 0 10
Solar Mini 4 4.28 $0.0017 0 11
Nemotron 3 Ultra 4.37 $0.05 0 12
Nemotron 3.5 Lightning 4.37 $0.0014 0 12
GPT 6.1 Terra Pro 4.37 $0.14 0 12
MiniMax M3 4.51 $0.015 0 14
Kimi K2.7 Code 4.51 $0.21 0 14
Qwen3.7 Plus 4.58 $0.02 0 15
Kimi K3.1 Pro 4.66 $0.50 0 3
Flint (free) 4.70 $0.00 0 17
Qwen3.8 Max (0902) 4.94 $0.20 0 22
GPT 6.1 Terra 4.99 $0.05 0 23
Qwen3.8 27B 5.06 $0.16 0 25
Gemini 4 Argon 5.14 $0.19 0 27
MiMo V2.6 Pro 5.30 $0.03 0 32
Particle 1 5.30 $0.017 0 32
DeepSeek V4.1 Flash 1017 5.33 $0.009 0 33
MiMo V2.6 Flash 5.41 $0.008 0 36
DeepSeek V4 Pro 0813 5.67 $0.10 0 47
Nex N2.5 Mini 5.67 $0.002 0 47
Claude Fable 5.2 5.67 $1.76 0 47
Claude Sonnet 5.5 5.80 $0.29 0 54
Mistral Large 4 5.88 $0.34 0 59
Qwen3.8 2.4T A95B 5.97 $0.35 0 65
Qwen3.8 Flash 6.37 $0.017 0 13
GPT 6.1 Sol 7.44 $0.24 0 15
GPT 6.1 Sol Pro 8.27 $0.44 0 33
Mistral Medium 3.5 8.44 $0.06 0 17
Nova 2 Lite 8.70 $0.013 0 21
Step 3.7 Flash 9.05 $0.016 0 41
Codestral 2508 9.06 $0.007 0 29
GLM 4.7 Flash 9.19 $0.004 1 10
GLM 5.3 9.51 $0.15 0 65
Claude Opus 5.5 10.78 $0.53 1 53
MiniMax M3.1 Flash 11.94 $0.03 1 23
LongCat 2.0 16.12 $0.03 3 28
Gemma 4 26B A4B 20.75 $0.0014 4 19
Gemini 4 Carbon 21.36 $0.26 4 36
Gemini 3.8 Flash 22.60 $0.08 3 24
Ripple 65B Preview 23.01 $0.02 4 26
Ling 3.0 Flash 23.08 $0.0007 4 4
Inkling 26.80 $0.06 4 36
Grok Build 0.1 30.40 $0.04 5 12
Seed 2.1 Turbo 31.35 $0.07 9 27
Muse Ember 32.71 $0.01 10 32
Beam 1.0 501B A23B 33.50 $0.024 11 26
Gemini 3.5 Flash Lite 33.68 $0.033 8 28
Gemma 4 31B 34.10 $0.007 8 4
Muse Spark 1.3 40.78 $0.08 11 27
Mistral Small 4 45.08 $0.006 11 22
Muse Wonder 48.13 $0.23 20 9
Muse Spark Open 67.42 $0.08 39 59