Pilot a shipping platform by moving one customer account or one lane onto it for 30 days and judging it against exit criteria you wrote down before the first label. Four measures cover most decisions: label cost versus your current method on the same parcels, minutes per order, error rows, and whether finance accepts the ledger export. A narrow pilot keeps the risk small and makes the comparison fair, because the same parcels are priced and handled both ways.

Why pilot on one account instead of switching everything?

One account limits the damage if something goes wrong and gives you a clean comparison. A full cutover changes carriers, packing habits, print hardware, and accounting entries in the same week, so when a number moves you cannot tell which change moved it.

A single account or lane holds most of those variables still. The same people pack the same products for the same destinations, and the only thing that changes is how the label is bought and recorded. That is also what makes the pilot easy to reverse: if it fails, one account goes back to the old method and nobody else noticed.

A pilot does not replace vendor selection. If you are still comparing several vendors on paper, a shipping software RFP template is the better first step, and the pilot then tests the one or two that survive it.

Which account or lane makes a good pilot?

A good pilot account is representative, steady, and forgiving. Look for these traits:

Steady volume. Enough orders every week that you get a usable sample in 30 days, but not so many that a bad day hurts.
A typical parcel mix. Weights, carton sizes, and destinations close to the rest of your book. An account that ships only one small carton tells you little about the others.
Few special requirements. Avoid accounts bound by a retailer routing guide, compliance labels, freight moves, or regulated goods. Those are separate tests.
A cooperative contact. Someone at the customer, or the internal owner of the lane, who will tell you quickly if a delivery looks different.
A clean reference. A PO number or customer code that already appears on every order, so each label can carry it.

If no single account fits, use a lane instead: for example, every parcel under a set weight leaving one warehouse, or all replacement-part shipments from one pack station.

What exit criteria should you set before the pilot starts?

Set four measurable criteria, each with a threshold and an owner, and get them agreed in writing before day one. Criteria written afterward tend to bend toward whatever result the team already wants.

Criterion	How to measure it	Example threshold	Owner
Label cost	Price the same parcels both ways: what the pilot platform charged versus what your current method charged or would have charged for the same weight, dimensions, service level, and destination	Total pilot cost at or below the current method across the sample	Operations
Minutes per order	Time from order ready to label printed, sampled on the same days each week, before and during the pilot	No slower than the baseline by week 3	Warehouse lead
Error rows	Rows rejected on import, plus labels voided or reprinted, as a share of all rows	Falling week over week, and every error explained	Operations
Finance sign-off	Finance receives the ledger export and ties it to invoices or cost centers for the pilot account	Written sign-off from the controller	Finance

Two notes on the cost row. First, compare like with like: the same service level and the full charge including any later adjustment, not a quoted rate against a billed one. Second, decide in advance how to treat parcels where the two methods would pick different carriers. The simplest rule is to compare what each method would actually have bought for that parcel.

Add any criteria that are specific to your operation, such as label format at the pack station or tracking numbers reaching the customer. Keep the list short.

What does the 30-day plan look like week by week?

The plan runs in four weeks: baseline and setup, a parallel run, the full pilot volume, and the review.

Week 1: baseline and setup. Record the current method for the pilot account: label cost per parcel for the last few weeks, minutes per order from a timed sample, and the error or reprint count. Create the account on the new platform, load a test batch, confirm that the reference field carries your PO or customer code, and print test labels on the real printer at the real pack station.
Week 2: parallel run. Ship a small share of the pilot account's orders through the new platform. For each of those parcels, also record what the current method would have charged. Log every error row with its cause. Fix mapping problems in the export, not by hand on each order, so the fix lasts.
Week 3: full pilot volume. Move all of the pilot account's parcels to the new platform. Repeat the timed sample. Send finance the first ledger export and ask them to tie it to the account's invoices. Their questions this week are the most useful output of the pilot.
Week 4: measure and review. Keep shipping, freeze the data two or three days before the review, and build the comparison. Collect any weight or dimension adjustments that posted after the labels were bought, since they belong in the cost figure.

What does a worked example look like?

Here is an example with hypothetical numbers, invented purely to show the arithmetic. A distributor pilots its replacement-parts account, which ships about 240 parcels in 30 days.

Label cost. The current method would have charged 2,880 dollars for those 240 parcels, or 12.00 dollars each. The pilot platform charged 2,640 dollars including adjustments, or 11.00 dollars each. The criterion is met.
Minutes per order. The baseline sample averaged 4 minutes. Week 2 averaged 5 minutes while the team learned the import, and week 3 averaged 3 minutes. The criterion is met, and the week 2 dip is noted.
Error rows. Week 2 had 9 rejected rows out of 60, all caused by a missing state code in the export. After the export was fixed, week 3 had 2 out of 90. The criterion is met.
Finance sign-off. The controller tied the export to invoices but asked for the PO number in a different column position. The criterion is met with one follow-up.

Your numbers will differ, and they may point the other way. A pilot that shows the current method is cheaper or faster is still a successful pilot, because it answered the question for the price of one account.

How do you run the go or no-go review?

Run the review as one meeting with operations, finance, and IT, and score each criterion as met, missed, or met with conditions. Bring the comparison table, the error log, and the finance export, and decide in the room.

There are three reasonable outcomes:

Go. Every criterion is met. Agree the order in which other accounts move, and keep the same measures running for the next group.
Extend. A criterion was missed for a fixable reason, such as an export mapping that was corrected late. Extend by two weeks with that one criterion as the only open item.
No-go. A criterion was missed for a structural reason, such as a requirement the platform does not support. Move the account back and record why, so the next evaluation starts from that requirement.

Avoid a fourth outcome, where the pilot simply continues without a decision. Write the result down with the names of the people who agreed to it.

Where GoatLabels fits

GoatLabels suits this kind of pilot because there is no contract and the Free plan costs nothing. The Free plan covers 50 shipments a month, so a pilot larger than that needs Pro, which is a flat 40 dollars a month with unlimited shipments and cheaper label rates. In the worked example above, 240 parcels would need Pro.

For the exit criteria: USPS, UPS, FedEx, and DHL are rate-shopped on every parcel from one account, which is what multi-carrier shipping software is for. Bulk CSV import takes up to 500 rows per file, names the row and field of each error, and does not fail the batch for one bad row, so error rows are easy to count. Every label debits a prepaid wallet as a dated ledger entry carrying your reference, and re-weigh adjustments post to the same ledger, which gives finance one export to review.

The limits matter for a pilot too. There are no native ERP, WMS, or EDI connectors, so anything beyond the 13 store connectors arrives by CSV or API. You cannot bring your own carrier accounts or negotiated rates, so the cost comparison is GoatLabels rates against your contract, and your contract may win. There is no LTL or freight, no sub-accounts, no SLA, and support is email plus the in-app assistant, with no phone line. If those are requirements, put them in the exit criteria and let the pilot say so. The wider picture is on the B2B shipping software page.