All case studies
BFCM CX Surge Coverage & Macros
A coverage grid, tuned macros, and promo QA variants stabilized CX during peak season-cutting response times and lifting CSAT.
Context
- DTC brand with rapid Q4 growth; marketing drove 4-7x message volume spikes.
- Mixed macros and stale knowledge increased handle time and DSAT during promos.
- Coverage windows misaligned to arrival curves; limited surge buffer.
Approach
- Coverage grid sized to forecast error; surge buffers with notice terms.
- Macro/knowledge refresh and promo playbooks; variant QA defect classes.
- Channel routing: chat-first for presales, email for post-order exceptions.
- Daily calibration during peak; WBR dashboards for response/resolve.
Promo Playbooks
- Promo macro pack (shipping cutoffs, promos, returns window, bundle rules).
- Exception handling trees for WISMO/WISMR, address changes, split shipments.
- CS social care guidelines and escalation matrix.
- Post-peak unwind: backlog burn-down lanes and aged-message priorities.
Measured Results
- First response < 10m for chat/email during BFCM window.
- Voice ASA < 60s with callback suppression for known issues.
- CSAT +8 pts; DSAT drivers reduced (policy clarity, speed).
- Agent ramp time via refreshed macros and examples.
Lessons Learned
- Promo-specific defect classes make QA actionable.
- Forecast error bands are essential to sizing surge buffers.
- Macro examples (good/better/best) reduce variability quickly.
- Unwind playbook prevents long-tail backlog drag.
Make peaks predictable
Get a coverage grid, macro pack, and QA plan tuned for your promos.