
| Symptom | Most Likely Cause | Where to Start |
| Stays liquid, won't whip | Temperature too warm | Chill water, bowl, and beaters |
| Whips soft but stay flat | Wrong ratio or weak emulsifier | Check ratio; audit emulsifier grade |
| Whips but collapses fast | Stabilizer issue or over-whipped | Review stabilizer blend; stop at firm peaks |
| Grainy or lumpy texture | Poor hydration or moisture damage | Extend rest time; check storage |
| Inconsistent batch to batch | Raw material variability | Run lot-to-lot comparison; verify CoA |