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Support triage regression report

A release check comparing known-good prompt v16 with candidate v17 across the same model, settings, and dataset.

Support triage release check

9472−22 points

Baseline v16 vs candidate v17 · 50 cases · same model, same dataset

Regression detected

11 cases passed the baseline but fail the candidate.

Prompt changes · v16 → v17

[system]
You are a support triage assistant.
Categorize each ticket as billing,
technical, urgent, or general.
Escalate outages and revenue loss
as "urgent", even when technical.
Reply with the single most
specific category.

model gpt-5.4 · temperature 0.2 · unchanged

Cases that flipped · pass → fail

"The checkout page is down and we are losing orders every minute."

urgenttechnical

JudgeMissed the urgency signal on a production outage with revenue loss.

"I was charged twice and my card closes tomorrow."

urgentbilling

JudgeDouble charge with deadline pressure should escalate as urgent.

"Can you send me the invoice for last month?"

billingThe message is about billing.

JudgeReturned prose instead of the required single lowercase category.

Recommendation: Block the release. Restore the escalation rule in v17, then rerun the suite.

Likely causes

What changed before quality dropped

01

Prompt v17 removed the escalation rule

The pass-to-fail cases all lost urgent handling after the explicit outage and revenue-loss rule was removed.

High confidence
02

The candidate favors narrow categories over urgency

The new specificity instruction produces technical and billing labels where the baseline escalated time-sensitive cases.

Medium confidence
03

Model, settings, and dataset changes

Both versions use GPT-5.4 at temperature 0.2 against the same 50-case dataset.

Ruled out

Release decision: block

Restore the escalation rule in prompt v17, then rerun the release suite before deploying.