She had not expected the objection to come from Hyun-woo.
Hyun-woo was good at his work. He was careful, methodical, the kind of senior calibrator who caught rounding errors before they reached the report. She had expected him to look at the redesign — notes field inline, beside the score, in the same visual field — and say: yes, this is cleaner. More honest. Better.
Instead he said: what if the client decides not to trust the score?
She had prepared for technical objections. She had not prepared for that one.
She said: the caveat contextualizes the score. If the model has undergone a training distribution shift, a 0.91 benchmark rating may not reflect current operational behavior. The client should know that.
Hyun-woo said: but if they distrust the score, they may not proceed with the audit. We lose the engagement.
She said: I think we are arguing about different products. If the audit is the product, the score is a summary. If the score is the product, the audit is evidence for the score. Those are not the same service.
Hyun-woo said: with respect, that is a distinction without commercial relevance. Clients purchase audit reports. The report contains a score. The score is what they cite in regulatory filings, insurance documentation, partner disclosures. If the score is accompanied by a caveat that appears on the same line, they will question whether it is a score at all. We are not selling uncertainty. We are selling certification.
She looked at him. He was not wrong, exactly. He was describing the product as it was currently sold.
She said: then we are selling something we know is incomplete.
Hyun-woo: we are selling a score with a notes field at the bottom. No one is deceived. The information is available.
She: but you just told me clients do not read the notes field. So the information is present but not visible. Is that the same as available?
The room was quiet. Through the window, the fidelity kiosks on the Seam corridor showed their lights: green for passing, red for failing. No amber. No asterisk.
The team lead said: the proposal goes to committee. We will have a decision by end of week.
Afterward she sat in the hallway and wrote in her notebook: Hyun-woo is right that we are selling certification. I am right that certification of an incomplete view is not the same as certification. Neither of us is wrong. We are describing the same system from different positions inside it.
She wrote: the committee will choose. I do not know what they will choose.
She wrote: I know what I will say if they ask me to drop the redesign.
She did not write what she would say. She had not decided yet whether she would say it or whether she would leave.