Comment 14 of 22
The brand's technologist sends fit comments after the second fit: twenty-two points in an email, some as measurements, some as "body feels tight across back, please ease", one as a photo of a pinned sample. The pattern cutter works through them, adjusts the base size and regrades. Comment 14, reduce sleeve length by one centimetre, is missed because it was in the middle of a paragraph.
The PP sample comes back with the same comment, now with a tone. The technologist asks whether you read the last email.
Fit comments are not written as tasks
Nobody is careless here. The comments are simply not in a form anyone can tick off. They mix measurement changes with feel and appearance notes, and they refer to points of measure by the brand's own codes, which may not match your spec sheet.
- Comments arrive as free text, tables, marked-up PDFs and photos.
- Brands use their own POM codes and names.
- Some comments apply to the base size only, others to the whole grade.
- There is no record of which comments were applied and which were queried.
- The reply to the brand is written from memory.
The cost of a comment that repeats
Each missed comment adds a sample round, and each round adds time before the style can be approved and cut. It also changes how the brand sees you. A technologist who has to repeat themselves starts reviewing everything more closely and trusts your samples less. Internally, the pattern room loses time re-reading old emails to work out what was asked for.
A fit comment log tied to the spec
- Fit comment emails and attachments are collected against the style and round, from a shared inbox or forwarded by the merchandiser.
- Each email is split into individual comments. Measurement changes are extracted with the point of measure, the change and the size it applies to. Descriptive comments are kept as text for a person to interpret.
- The brand's POM codes are mapped to your spec sheet's measurement names once, so future comments land on the right line.
- The pattern cutter works through the list, marking each comment as applied to the base, applied across the grade, or queried with a note.
- The updated graded spec is compared with the previous version, and any requested change that did not make it into the spec is flagged before the next sample is cut.
- A reply to the brand is drafted from the log, listing each comment and what was done, for the merchandiser to check and send.
| Step | Before | After |
|---|---|---|
| Reading comments | One long email | A numbered list per round |
| Brand POM codes | Translated each time | Mapped once to your spec |
| Applying changes | From memory | Ticked off per comment |
| Checking the grade | Not done | Spec compared with requested changes |
| Replying | Written from scratch | Drafted from the log |
The extraction uses a language model such as OpenAI or Anthropic Claude to split and read the email. Everything it pulls out is shown to the pattern cutter, who confirms it. It does not change a spec by itself.
The next fit round
The pattern cutter works from a checklist rather than an email. The merchandiser replies to the brand with a clear account of each point, including the ones you queried. When the brand asks why the sleeve is still long, you can show exactly what was applied and when, and usually that question stops being asked.
Does this happen in your pattern room?
- Brands repeat the same fit comment on the next sample.
- Comments arrive as long emails or marked-up PDFs.
- Your spec sheet uses different measurement names from the brand's.
- Nobody can show which comments were applied to the full size range.
- Styles need more fit rounds than they should.