Quick answer
Use the same measurement method for each open bottle at each count. Visual fractions are quick but approximate; weighing needs suitable reference weights for that exact bottle and product. Record uncertainty and recount material differences before treating a small variance as an operational problem.
Decide what the number will be used for
A rough order check and a detailed loss investigation need different accuracy. If your aim is to know whether another bottle is needed for Saturday, a consistent estimate may be enough. If you are comparing recipe usage against stock movement, a small measurement error can overwhelm the difference you are investigating.
Bar owners in the linked thread disagree about visual estimation and scales. Neither approach is automatically reliable merely because someone else uses it. Choose a method you can maintain, understand its limitations and test whether two people obtain similar results from the same bottle.
Make visual estimates reproducible
Keep the bottle upright on a stable surface and use a reference for that bottle shape. Half the height is not necessarily half the volume in a tapered or unusually shaped bottle. Store the reference with the count instructions rather than expecting every new starter to remember it.
Record an agreed fraction, such as a tenth, only if that resolution suits your purpose. Do not convert a rough visual estimate into a long decimal and imply it was measured accurately. Count sealed bottles separately and confirm the labelled capacity; similar products may arrive in different bottle sizes.
An illustrative 700 ml bottle recorded at 0.4 contains an estimated 280 ml. If the true fraction is closer to 0.5, the difference is 70 ml. That is enough to make a small reported variance ambiguous. It is an illustration of measurement sensitivity, not a claim about your team's normal error.
If weighing, use a valid reference
Weighing the full bottle does not directly give liquid volume. You need the empty container weight and a suitable product-specific relationship between liquid mass and volume, or a calibrated method based on known full and empty reference weights. Keep caps, pourers and other attachments consistent.
Do not use a single assumed density for every spirit, liqueur or syrup. Different products and packaging create different relationships. Check your scale's capacity and resolution, and follow the manufacturer's instructions. A bottle that has been redesigned needs its reference checked again.
BCcampus's inventory procedures support keeping consistent stock records. The weighing cautions here are measurement basics: a number is useful only when the method and units are known. If you cannot obtain a dependable reference, use a clearly labelled estimate rather than a misleading calculation.
Further reading: BCcampus: Basic Inventory Procedures
Reconcile the count with legitimate movements
Count at a clear cutoff and include every storage location. Record transfers to events, kitchen use, breakages, staff-authorised tastings and complimentary drinks through your agreed records. Do not assume every millilitre leaving a bottle appears under a customer sale.
For a suspected discrepancy, recount the specific bottles using a more careful method before changing the whole counting system. Check recipe measures and sales coding next. A bottle used in several cocktails needs every relevant recipe included in theoretical usage.
Write a one-page method that a second counter can follow: location order, bottle sizes, partial method, attachments included and what to do when uncertain. Trial it with a small group of high-value or frequently disputed products, then compare the time taken and disagreement between counters.
Finally, keep the result proportional to its uncertainty. A discrepancy smaller than your likely measurement error cannot support a confident accusation. Better records should help the team investigate fairly, not create a more elaborate way to jump to conclusions.
Use Unpickle's recurring tasks and house knowledge for the count routine and bottle-reference instructions. Keep weighing calculations and POS reconciliation in the records you use for those jobs. Keep your bar's count method in one place.