Case record · published with client cooperation
MERGE
Bangkok fashion retail · live since Q2 2026 · LINE, Instagram, web chat
MERGE runs its chats the way most Thai fashion retailers do: the owner's team sells brilliantly — until the store closes. The Livid agent took the after-hours shift running the top seller's playbook. One night it closed 31 cases while the store slept. Nothing here is projected; every row below is scored daily on a board both MERGE and Livid can see.
Best-day end-to-end resolution
The agent answered, upsold and closed — no human in the loop on those cases.
Cases closed overnight
One night, after hours. The owner was off shift; the scoreboard counted.
The contract bar
At least half of all cases closed end-to-end at a 0% harm rate — the bar we sign, scored daily.
Median first answer
Across LINE, Instagram and web chat.
Chat capacity per team
Same headcount — capacity stopped being a headcount problem.
More cases join this rail as they earn their numbers — we cap concurrent deployments on purpose, and we don't publish what we haven't measured.