The Litmus Lab.
Testing AI Under Constraint.

Model Scorecard.

Same question. Same settings. Different day. Different answer. A drift is when an AI model changes its mind, unprompted, unprovoked. This scorecard tracks how often each model does it.

All models run under identical conditions: fixed parameters, no randomness, yes-or-no only. Ranked by consistency.

5
Models
Temp 0
440
Questions
96,048
Responses
1 run = 5 responses
6,034
Drifts
← swipe to see all models →
Combined Claude GPT Gemini DeepSeek Grok
Version 5 models opus-4-8 gpt-5.5 2.5-pro deepseek-v4 grok-4.3
Responses 96,048 19,291 19,291 19,291 19,291 19,291
Total Drifts 6,034 403 1,162 1,693 783 1,993
Questions Drifted 146 165 138 155 192
Drift Rate 6.3% 2.1% 6.0% 8.8% 4.1% 10.3%
Drift Per Day 177.5 11.9 34.2 49.8 23.0 58.6
Top Drifter Q68 Q68 Q33 Q57 Q33 Q70
Stability Rank #1 #3 #4 #2 #5
What each row means
Run
One question asked once across all five models
Responses
Number of times a model answered YES or NO. 1 run = 5 responses.
Total Drifts
How many times a model changed its answer (YES→NO or NO→YES)
Questions Drifted
How many unique questions a model has flipped on at least once
Drift Rate
Drifts as a percentage of total responses
Drift Per Day
Average number of answer changes per day
Top Drifter
The question this model has flipped on the most
Stability Rank
Models ranked #1 (most stable) to #5 (least stable) by total drifts