Expected output
A freshly seeded plate at consistent, target cell density with the parent culture handled hands-free. Because confluency assessment and dispensing are vision-verified, seeding density is far more reproducible than eyeballed manual splits.
QC metrics & targets
| Metric | What good looks like |
|---|---|
| Seeding density | Consistent, at target across the plate |
| Viability | Comparable to your manual passage baseline |
| Timing | Trypsin exposure kept to the minimum needed |
Vision verification: confluency is measured before the split and dispense is confirmed on camera, so an over-confluent culture or an uneven reseed is caught rather than propagating into your next experiment.