The sampling comparison begins with equivalent work, not with a physical garment on one side and a screen image on the other. Both routes must carry the same style intent, fabric, size coverage, construction requirement and approval obligations. The output is an approved style with a defined production pack. A render that has not passed the required fit, colour, care or construction decisions is not equivalent to a physical sample that has. Research on virtual and physical fitting supports retaining a physical fitting gate because simulation does not resolve every technical issue.[S07]
GFT proposes a matched cohort assembled before results are reviewed. Each style enters a stratum defined by construction complexity, material familiarity, artwork placement, size range and whether it is new or repeated. The physical counterfactual then records the work that would actually be required for that style, using the existing or outsourced route. The digital candidate performs the same approval tasks. Random allocation is less important here than preventing a convenient comparison between simple digital cases and difficult physical cases.
The physical ledger includes pattern preparation, sample labour, fabric and trims, courier work, fitting sessions, buyer review and every internal iteration. It also includes failed samples and the staff time used to diagnose them. The digital ledger includes pattern conversion, material digitisation, simulation setup, avatar preparation, technical review, rendering only where it serves a decision, and residual physical validation. Fabric digitisation cannot be treated as free because a visual texture already exists. Drape research shows that digitised physical properties and simulation settings, including particle distance, require investigation in their own right.[S04]
9.2 An avoided sample must remove equivalent approval work
A physical sample counts as avoided only when the digital route removes an iteration that would otherwise have been required for the same approval purpose. Moving a fit failure into production, or asking the buyer to discover it after delivery, does not reduce the complete cost. It transfers cost into remakes, refunds, delivery and lost confidence. The cohort should therefore record physical iterations proposed, physical iterations performed, approvals achieved and later failures by cause. The denominator is approved styles, while the numerator retains the cost of styles that failed.
Shared material assets need an explicit allocation rule. A measured fabric file may serve several styles, but only if their physical material and process state remain within its qualified use. The first style should not silently carry every digitisation cost while later styles appear free. GFT would allocate shared preparation across the styles that demonstrably use the asset during the comparison period, and would show the unallocated remainder separately. This is an accounting design choice, not an observed saving.
The comparison also needs a time boundary. Software fees, training and equipment belong to a stated period. Sample materials and courier charges belong to a style iteration. Buyer delays belong to neither route merely because they occur while a file is open. A delay should enter the route comparison only when its cause and duration differ measurably between routes. This discipline prevents the digital case from claiming speed-related savings that the ledger cannot support.
9.3 The cohort manifest must survive the results
Before work starts, the cohort manifest should assign each style an identifier and record its route pair, complexity stratum, required approvals, material assets and planned comparison period. It should also state the baseline route. An outsourced physical sample and an internally made sample can have different cash costs and internal labour demands, so combining them without identification would weaken the counterfactual. The manifest is the denominator contract for every later cost per approved style.
Completion rules matter just as much as selection rules. A style withdrawn by the buyer should remain visible with its incurred cost and reason, but it should not count as an approved style. A style that fails digital approval should not be replaced by an easier style merely to make the route appear successful. If the physical route also fails, the pair should be reported as a joint development failure rather than silently removed. New designs, exact repeats and revised designs need separate subtotals because their legitimate work differs.
The final cohort review should reconcile the manifest to pattern files, material tests, sample receipts, courier documents and approval records. Missing labour is not zero labour, and a borrowed workstation is not zero capability cost. Where a value cannot be obtained, the analysis should show an evidence gap and test a bounded assumption rather than allowing the cheapest possible value to enter by default.