Less is more. Stay pure. Stay poor.
Typically if you think you have a multilevel model, but controlling for groups does not explain any additional variability (ICC), and its not a power issue (sample size), people will revert back to a OLS model and use sandwich SE estimators for simplicity and sandwich for staving off type I errors.