We’re extending the AI-assisted triage pilot to APAC queues on 8 Jan at 09:00 SGT, using the same labels and confidence thresholds we validated in EMEA. For the first two weeks we’ll watch first-response time (target -20%) and misroutes closely — message me if you spot edge cases so we can adjust without impacting SLAs.
Consider lowering confidence for ‘billing’ — EMEA misrouted refunds vs credits; I’ll monitor 09:00 SGT, @Priya.
In EMEA we saw AI stumble on regional tax terms; for APAC, a quick win is adding ‘GST invoice’ and ‘ABN’ to billing synonyms so tax tickets don’t leak into general support. I’ll sit on the 09:00–10:00 SGT stream and flag edge cases, esp. JP ‘請求書’ and ‘見積書’ wording, @Priya — like ordering kopi, the exact name matters.
Would gate the pilot with a tiny ‘manual-check’ tag whenever an agent edits the AI label for the first two weeks; it gave us a clean misroute sample in LATAM. With the 8 Jan 09:00 SGT start, we can pull an EOD cut to confirm the -20% FRT isn’t masking label drift. One caveat: keep ‘abuse/spam’ at a higher threshold during APAC mornings — bot bursts skew confidence.
During our last pilot we used a 10-minute ‘shadow assign’ for sub-60% tickets — agents could one-click confirm or flip the label before routing, which cut misroutes without dinging FRT. For APAC, I’d also boost ‘SSO’ when ‘SAML’ or ‘IdP’ appears so enterprise login issues don’t drown in generic auth, @jayden_lee56. Think of it like giving the model a spotter for the first reps.
On a prior rollout we saw the model over-route bilingual JP/EN into general; a simple language override that bypassed AI for ja/ko/id tickets under 75% confidence slashed misroutes and barely moved the ‘first-response time (target -20%)’ needle. For APAC, I’d use that guardrail for two weeks, then ease to 65% once labels settle.
Quick tip: we saw better precision in SG/AU by adding a tiny alias map for regional terms — ‘GST’, ‘ABN’, and ‘OTP’ vs ‘2FA’ nudged tickets into the right labels without touching the model… It’s low lift and plays fine with your thresholds, though I’d keep a small control queue untouched for a day to confirm FRT and misroute deltas. Think of it as giving the model a pocket phrasebook.