Review every scan before it becomes inventory.

Bar / spirits — stronger

• Multi-bottle photos return brand, type, and confidence — typically up to about 10 bottles in one frame.
• Shelf detectors land in the low-to-mid 90s; liquor-specific sets go higher.
• Partial labels and limited editions still benefit from a confirmation pass.
• Glare, lookalikes, low light, and occlusion are why nothing becomes inventory until you keep it.

Pantry / fridge / produce — usable, more variable

• Packaged grocery typically lands 80–90%+ on a phone photo.
• Crowded mixed fridge scenes drop to roughly 65–75% in the hardest cases.
• Similar produce, unlabeled leftovers, and dense stacking still need a human pass.
• Quantity and expiry are yours — vision does not invent them.