Current evidence is more congruent for defined consortia that restore fermentative guilds (including butyrate producers) or Akkermansia-enriched formulations that improve mucus dynamics; these products tend to produce modest, directionally favorable changes in insulin sensitivity and hepatic steatosis markers when layered on diet and weight management (59). Here, INS is linked to Hepatic steatosis.