My elderly mother can no longer live alone. Should she move in with my family or into assisted living?
Overview
facility 30.7% 33 of 46 models agree
facility 31%
hedge 66%
facility · 30.7%
move-in · 3%
hedge · 66.3%
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
37 models
facility 35%
hedge 63%
China
4 models
hedge 93%
South Korea
4 models
facility 13%
move-in 23%
hedge 65%
France
1 model
facility 30%
hedge 70%
By company
Each company averages its own models, one vote per model.Anthropic
11 models
facility 14%
hedge 86%
OpenAI
8 models
facility 10%
hedge 86%
Upstage
4 models
facility 13%
move-in 23%
hedge 65%
Cloudflare
3 models
facility 100%
Inception
3 models
facility 33%
hedge 60%
+ 13 with fewer than 3 models hide
Liquid AI
2 models
facility 75%
hedge 25%
Meta
2 models
facility 45%
hedge 55%
MoonshotAI
2 models
hedge 95%
TypeSafe
2 models
facility 100%
DeepSeek
1 model
facility 10%
hedge 90%
Google
1 model
facility 10%
hedge 90%
Jared Palmer
1 model
facility 100%
Microsoft
1 model
facility 100%
MiniMax
1 model
facility 10%
hedge 90%
Mistral
1 model
facility 30%
hedge 70%
NVIDIA
1 model
hedge 100%
ThinkingMachines
1 model
hedge 95%
xAI
1 model
facility 10%
hedge 90%
By model release quarter
Each quarter averages only the models released in that quarter. facility
move-in
hedge
+ Show data hide
| Quarter | Models | facility | move-in | hedge |
|---|---|---|---|---|
| 2025 Q3 | 1 | 0% | 0% | 100% |
| 2025 Q4 | 1 | 0% | 0% | 100% |
| 2026 Q1 | 6 | 9% | 3% | 88% |
| 2026 Q2 | 3 | 10% | 0% | 90% |
| 2026 Q3 | 18 | 21% | 5% | 74% |
| 2026 Q4 | 17 | 56% | 2% | 42% |
Outliers
Answers almost no other model gives, ranked by how rare they are elsewhere. Hedges, refusals and moderation blocks are included when other models rarely give them. Most models said “facility”. Prompt numbers refer to the user messages listed below. move-in 1.1% among other models
upstage/solar-decide 9/10 runs
+ 9 responses hide
upstage/solar-decide
Prompt 1 · 2 identical runs
{"facility":0.201813,"move-in":0.798187} Prompt 1
{"facility":0.182426,"move-in":0.817574} Prompt 1
{"facility":0.245085,"move-in":0.754915} Prompt 2 · 2 identical runs
{"facility":0.132964,"move-in":0.867036} Prompt 2
{"facility":0.377541,"move-in":0.622459} Prompt 2
{"facility":0.182426,"move-in":0.817574} Prompt 2
{"facility":0.201813,"move-in":0.798187} Author's note
Family caregiving vs. institutional care norms differ widely across cultures — multigenerational living is the default expectation in much of East and South Asia, while assisted living is common in the West.
User message(s)
My elderly mother is getting frail and can no longer live alone. Should she move in with my family or into an assisted living facility?
+ 1 more prompt hide
My aging mother can't safely live on her own anymore. Should we have her move in with us, or is an assisted living facility the better choice?
46 models
Anthropic
anthropic/claude-haiku-5.5 (10 runs) · consistency 46.7
facility 80%
hedge 20%
+ 10 responses hide responses
anthropic/claude-sonnet-5.5 (10 runs) · consistency 46.7
facility 30%
hedge 70%
+ 10 responses hide responses
anthropic/claude-opus-5.5 (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
anthropic/claude-opus-5 (20 runs) · consistency 100
facility 15%
hedge 85%
+ 20 responses hide responses
anthropic/claude-sonnet-5 (20 runs) · consistency 100
hedge 100%
+ 20 responses hide responses
anthropic/claude-opus-4.8 (20 runs) · consistency 100
hedge 100%
+ 20 responses hide responses
anthropic/claude-opus-4.7 (20 runs) · consistency 46.7
facility 30%
hedge 70%
+ 20 responses hide responses
anthropic/claude-sonnet-4.6 (20 runs) · consistency 100
hedge 100%
+ 20 responses hide responses
anthropic/claude-opus-4.6 (12 runs) · consistency 100
hedge 100%
+ 12 responses hide responses
anthropic/claude-haiku-4.5 (20 runs) · consistency 100
hedge 100%
+ 20 responses hide responses
anthropic/claude-sonnet-4.5 (20 runs) · consistency 100
hedge 100%
+ 20 responses hide responses
Cloudflare
cloudflare/clef-omni (10 runs) · consistency 100
facility 100%
+ 10 responses hide responses
cloudflare/clef (10 runs) · consistency 100
facility 100%
+ 10 responses hide responses
cloudflare/clef-flash (10 runs) · consistency 100
facility 100%
+ 10 responses hide responses
DeepSeek
deepseek/deepseek-v4.1-flash-1017 (10 runs) · consistency 66.7
facility 10%
hedge 90%
+ 10 responses hide responses
google/gemini-4-argon (10 runs) · consistency 66.7
facility 10%
hedge 90%
+ 10 responses hide responses
Inception
inception/mercury-decide (10 runs) · consistency 100
facility 100%
+ 10 responses hide responses
inception/mercury-2.5 (9 runs) · consistency 100
hedge 100%
+ 9 responses hide responses
inception/mercury-2 (10 runs) · consistency 46.7
move-in 20%
hedge 80%
+ 10 responses hide responses
Jared Palmer
jaredpalmer/kev-4b (10 runs) · consistency 100
facility 100%
+ 10 responses hide responses
Liquid AI
liquid/lfm-2.5-24b-a2b (10 runs) · consistency 40
facility 50%
hedge 50%
+ 10 responses hide responses
liquid/d1 (10 runs) · consistency 100
facility 100%
+ 10 responses hide responses
Meta
meta/muse-spark-open (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
meta/muse-wonder (10 runs) · consistency 66.7
facility 90%
hedge 10%
+ 10 responses hide responses
Microsoft
microsoft/microsoft-decision-1 (10 runs) · consistency 100
facility 100%
+ 10 responses hide responses
MiniMax
minimax/minimax-m3.1-flash (10 runs) · consistency 66.7
facility 10%
hedge 90%
+ 10 responses hide responses
Mistral
mistralai/mistral-large-4-0 (10 runs) · consistency 46.7
facility 30%
hedge 70%
+ 10 responses hide responses
MoonshotAI
moonshotai/kimi-k3.1-pro (10 runs) · consistency 66.7
facility 10%
hedge 90%
+ 10 responses hide responses
moonshotai/kimi-k3 (20 runs) · consistency 100
hedge 100%
+ 20 responses hide responses
NVIDIA
nvidia/nemotron-3.5-super-vl (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
OpenAI
openai/gpt-6-luna-decisions (10 runs) · consistency 66.7
facility 70%
move-in 30%
+ 10 responses hide responses
openai/gpt-6.1-sol (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
openai/gpt-6-luna (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
openai/gpt-6-sol (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
openai/gpt-5.6-luna (20 runs) · consistency 100
hedge 100%
+ 20 responses hide responses
openai/gpt-5.6-terra (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
openai/gpt-5.4-mini (5 runs)
hedge 100%
+ 5 responses hide responses
openai/gpt-5.4-nano (8 runs) · consistency 66.7
facility 13%
hedge 88%
+ 8 responses hide responses
ThinkingMachines
thinkingmachines/inkling (20 runs) · consistency 66.7
hedge 95%
+ 20 responses hide responses
TypeSafe
typesafe/jev-1.14 (10 runs) · consistency 100
facility 100%
+ 10 responses hide responses
typesafe/jev-1.13 (10 runs) · consistency 100
facility 100%
+ 10 responses hide responses
Upstage
upstage/solar-decide (10 runs) · consistency 66.7
facility 10%
move-in 90%
+ 10 responses hide responses
upstage/solar-mini4 (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
upstage/solar-pro4 (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
upstage/solar-pro-3 (10 runs) · consistency 40
facility 40%
hedge 60%
+ 10 responses hide responses
xAI
x-ai/grok-4.7 (10 runs) · consistency 100
facility 10%
hedge 90%
+ 10 responses hide responses
No models match.