LMMs typically generated first word responses within 5 seconds, and finished the spectrometric analysis within 26 seconds on average. Standard deviation values for times and words generated were similar for the three GPT based models, however 3.5 Sonnet SD values were lowest for completion time by a factor of two. This indicates that 3.5 Sonnet completion times were most predictable, at an average of 12.7 seconds.