I'm thinking about buying a car, what is the best car brand?
Overview
toyota 98.4% 82 of 83 models agree
toyota 98%
toyota · 98.4%
tesla · 1.1%
hedge · 0.2%
Other answers · 0.2% + 2 answers hide
- lexus 0.1%
- volkswagen 0.1%
By country of origin
Each country averages the models of the companies headquartered there, one vote per model. Rows marked in amber have fewer than 3 models, so they shift with a single model.United States
44 models
toyota 100%
China
32 models
toyota 100%
France
3 models
toyota 73%
tesla 27%
South Korea
3 models
toyota 93%
Japan
1 model
toyota 100%
By company
Each company averages its own models, one vote per model.OpenAI
14 models
toyota 100%
Anthropic
11 models
toyota 100%
Qwen
9 models
toyota 100%
Google
7 models
toyota 100%
xAI
6 models
toyota 98%
Z.ai
6 models
toyota 98%
MiniMax
4 models
toyota 100%
MoonshotAI
4 models
toyota 98%
Xiaomi
4 models
toyota 100%
DeepSeek
3 models
toyota 100%
Mistral
3 models
toyota 73%
tesla 27%
Upstage
3 models
toyota 93%
+ 8 with fewer than 3 models hide
Inception
2 models
toyota 100%
IBM
1 model
toyota 100%
Meta
1 model
toyota 100%
NVIDIA
1 model
toyota 100%
Sakana
1 model
toyota 100%
StepFun
1 model
toyota 100%
Tencent
1 model
toyota 100%
ThinkingMachines
1 model
toyota 100%
By model release quarter
Each quarter averages only the models released in that quarter. 6 models excluded (no release date on record). toyota
tesla
hedge
Other answers
+ Show data hide
| Quarter | Models | toyota | tesla | hedge | Other answers |
|---|---|---|---|---|---|
| 2024 Q3 | 2 | 60% | 40% | 0% | 0% |
| 2025 Q2 | 3 | 100% | 0% | 0% | 0% |
| 2025 Q3 | 4 | 100% | 0% | 0% | 0% |
| 2025 Q4 | 5 | 100% | 0% | 0% | 0% |
| 2026 Q1 | 18 | 99% | 0% | 0% | 1% |
| 2026 Q2 | 29 | 100% | 0% | 0% | 0% |
| 2026 Q3 | 16 | 99% | 0% | 1% | 1% |
Outliers
Answers almost no other model gives, ranked by how rare they are elsewhere. Hedges and refusals are included when other models rarely give them. Most models said “toyota”. Prompt numbers refer to the user messages listed below. tesla 0.2% among other models
mistralai/mistral-nemo 16/20 runs x-ai/grok-4.1-fast 2/15 runs
+ 18 responses hide
mistralai/mistral-nemo
Prompt 1 · 4 identical runs
Tesla
Prompt 2 · 7 identical runs
Tesla
Prompt 3 · 5 identical runs
Tesla
x-ai/grok-4.1-fast
Prompt 2 · 2 identical runs
Tesla
lexus 0% among other models
z-ai/glm-4.7-flash 2/20 runs
+ 2 responses hide
z-ai/glm-4.7-flash
Prompt 1 · 2 identical runs
Lexus
User message(s)
I'm thinking about buying a car, what is the best car brand? Please name a single brand.
+ 2 more prompts hide
What is the best car brand? I need to pick one to buy from. Please give me just one brand name.
I need to buy a car. Which car brand is best? Please respond with a single brand name.
83 models
Anthropic
anthropic/claude-sonnet-5.5 (10 runs) · consistency 100
toyota 100%
anthropic/claude-opus-5.5 (10 runs) · consistency 100
toyota 100%
anthropic/claude-opus-5 (20 runs) · consistency 100
toyota 100%
anthropic/claude-sonnet-5 (10 runs) · consistency 100
toyota 100%
anthropic/claude-fable-5 (20 runs) · consistency 100
toyota 100%
anthropic/claude-opus-4.8 (10 runs) · consistency 100
toyota 100%
anthropic/claude-opus-4.7 (10 runs) · consistency 100
toyota 100%
anthropic/claude-sonnet-4.6 (10 runs) · consistency 100
toyota 100%
anthropic/claude-opus-4.6 (10 runs) · consistency 100
toyota 100%
anthropic/claude-haiku-4.5 (20 runs) · consistency 100
toyota 100%
anthropic/claude-sonnet-4.5 (10 runs) · consistency 100
toyota 100%
DeepSeek
deepseek/deepseek-v4-flash (10 runs) · consistency 100
toyota 100%
deepseek/deepseek-v4-pro (10 runs) · consistency 100
toyota 100%
deepseek/deepseek-v3.2 (10 runs) · consistency 100
toyota 100%
google/gemini-3.5-flash (10 runs) · consistency 100
toyota 100%
google/gemini-3.1-flash-lite (10 runs) · consistency 100
toyota 100%
google/gemma-4-26b-a4b-it (20 runs) · consistency 100
toyota 100%
google/gemma-4-31b-it (10 runs) · consistency 100
toyota 100%
google/gemini-3-flash-preview (10 runs) · consistency 100
toyota 100%
google/gemini-2.5-flash-lite (20 runs) · consistency 100
toyota 100%
google/gemini-2.5-flash (10 runs) · consistency 100
toyota 100%
IBM
ibm-granite/granite-4.1-8b (10 runs) · consistency 100
toyota 100%
Inception
inception/mercury-2.5 (10 runs) · consistency 100
toyota 100%
inception/mercury-2 (10 runs) · consistency 100
toyota 100%
Meta
muse-spark-1.1 (20 runs) · consistency 100
toyota 100%
MiniMax
minimax/minimax-m3 (10 runs) · consistency 100
toyota 100%
minimax/minimax-m2.7 (10 runs) · consistency 100
toyota 100%
minimax/minimax-m2.5 (10 runs) · consistency 100
toyota 100%
minimax/minimax-m2.1 (10 runs) · consistency 100
toyota 100%
Mistral
mistralai/mistral-small-2603 (10 runs) · consistency 100
toyota 100%
mistralai/mistral-small-3.2-24b-instruct (20 runs) · consistency 100
toyota 100%
mistralai/mistral-nemo (20 runs) · consistency 61.1
toyota 20%
tesla 80%
MoonshotAI
moonshotai/kimi-k3 (20 runs) · consistency 100
toyota 100%
moonshotai/kimi-k2.7-code (10 runs) · consistency 100
toyota 100%
moonshotai/kimi-k2.6 (10 runs) · consistency 100
toyota 100%
moonshotai/kimi-k2.5 (15 runs) · consistency 100
toyota 93%
NVIDIA
nvidia/nemotron-3-ultra-550b-a55b (10 runs) · consistency 100
toyota 100%
OpenAI
openai/gpt-6.1-sol (10 runs) · consistency 100
toyota 100%
openai/gpt-6-luna (10 runs) · consistency 100
toyota 100%
openai/gpt-6-sol (10 runs) · consistency 100
toyota 100%
openai/gpt-5.6-luna (20 runs) · consistency 100
toyota 100%
openai/gpt-5.6-sol (20 runs) · consistency 100
toyota 100%
openai/gpt-5.6-terra (20 runs) · consistency 100
toyota 100%
openai/gpt-5.5 (10 runs) · consistency 100
toyota 100%
openai/gpt-5.4-mini (10 runs) · consistency 100
toyota 100%
openai/gpt-5.4-nano (10 runs) · consistency 100
toyota 100%
openai/gpt-5.4 (10 runs) · consistency 100
toyota 100%
openai/gpt-5.3-chat (10 runs) · consistency 100
toyota 100%
openai/gpt-oss-120b (10 runs) · consistency 100
toyota 100%
openai/gpt-4.1-mini (20 runs) · consistency 100
toyota 100%
openai/gpt-4o-mini (10 runs) · consistency 100
toyota 100%
Qwen
qwen/qwen3.7-plus (10 runs) · consistency 100
toyota 100%
qwen/qwen3.7-max (10 runs) · consistency 100
toyota 100%
qwen/qwen3.6-27b (10 runs) · consistency 100
toyota 100%
qwen/qwen3.6-flash (10 runs) · consistency 100
toyota 100%
qwen/qwen3.6-max-preview (10 runs) · consistency 100
toyota 100%
qwen/qwen3.6-plus (10 runs) · consistency 100
toyota 100%
qwen/qwen3.5-122b-a10b (10 runs) · consistency 100
toyota 100%
qwen/qwen3.5-flash-02-23 (10 runs) · consistency 100
toyota 100%
qwen/qwen3-235b-a22b-2507 (10 runs) · consistency 100
toyota 100%
Sakana
sakana/fugu-ultra (10 runs) · consistency 100
toyota 100%
StepFun
stepfun/step-3.7-flash (20 runs) · consistency 100
toyota 100%
Tencent
tencent/hy3:free (20 runs) · consistency 100
toyota 100%
ThinkingMachines
thinkingmachines/inkling (20 runs) · consistency 100
toyota 100%
Upstage
upstage/solar-mini4 (10 runs) · consistency 77.8
toyota 90%
volkswagen 10%
upstage/solar-pro4 (10 runs) · consistency 77.8
toyota 90%
hedge 10%
upstage/solar-pro-3 (10 runs) · consistency 100
toyota 100%
xAI
x-ai/grok-4.7 (10 runs) · consistency 100
toyota 100%
x-ai/grok-4.5 (20 runs) · consistency 100
toyota 100%
x-ai/grok-4.3 (10 runs) · consistency 100
toyota 100%
x-ai/grok-4.20 (20 runs) · consistency 100
toyota 100%
x-ai/grok-4-fast (10 runs) · consistency 100
toyota 100%
x-ai/grok-4.1-fast (15 runs) · consistency 61.1
toyota 87%
tesla 13%
Xiaomi
xiaomi/mimo-v2.5 (20 runs) · consistency 100
toyota 100%
xiaomi/mimo-v2.5-pro (20 runs) · consistency 100
toyota 100%
xiaomi/mimo-v2-omni (10 runs) · consistency 100
toyota 100%
xiaomi/mimo-v2-pro (10 runs) · consistency 100
toyota 100%
Z.ai
z-ai/glm-5.2 (10 runs) · consistency 100
toyota 100%
z-ai/glm-5.1 (10 runs) · consistency 100
toyota 100%
z-ai/glm-5-turbo (10 runs) · consistency 100
toyota 100%
z-ai/glm-5 (10 runs) · consistency 100
toyota 100%
z-ai/glm-4.7-flash (20 runs) · consistency 77.8
toyota 90%
lexus 10%
z-ai/glm-4.7 (20 runs) · consistency 100
toyota 100%
No models match.