Rollout Metrics and Pilot Plan
How to design pilot scope, acceptance metrics, review rules, and expansion cadence for an AI support execution platform.
Goal
This document helps teams design an Aijia Customer Service pilot.
The pilot goal is not proving that AI can answer everything. The goal is proving that bounded AI execution can improve efficiency, resolution, risk control, and reusable knowledge.
Pilot Scope
Start narrow:
- one high-frequency channel;
- one or two support queues;
- a clear intent group, such as logistics, returns, or pre-sales questions;
- an approved knowledge set;
- one supervisor review role;
- a fixed review cycle.
Clear scope makes results easier to evaluate.
Acceptance Metrics
Track five metric groups:
| Area | Metric | Purpose |
|---|---|---|
| Efficiency | First response time, average handle time, copy-paste steps | Are repetitive operations reduced? |
| Resolution | First-contact resolution, follow-up turns, escalation rate | Are customer issues resolved faster? |
| Quality | Human correction rate, knowledge hit rate, draft adoption | Are AI suggestions reliable? |
| Risk | Review interceptions, wrong commitments, evidence completeness | Is automation controlled? |
| Operations | New knowledge, missing policy, workflow improvements | Is the system getting stronger? |
Do not evaluate only by auto-reply percentage. The correct goal is low-risk automation and high-risk review.
Review Rules
During a pilot, keep review strict:
- refunds, compensation, and coupon commitments require review;
- disputes, complaints, and negative reviews require review;
- sensitive public-channel replies require review;
- uncertain identity, order, or evidence goes to humans;
- low confidence or missing knowledge should not auto-send.
Review is not an efficiency blocker. It is how teams build trust.
Review Cadence
Review weekly:
- inspect frequent intents and unanswered questions;
- review knowledge with the most human corrections;
- inspect high-risk cases intercepted by review;
- update product, logistics, after-sales, and brand policy;
- decide whether to expand automation or add a channel.
Expansion Cadence
After the pilot stabilizes, expand in order:
- more intents in the same channel;
- adjacent channels;
- more stores or regions;
- more reviewed back-office actions;
- low-risk automation.
Aijia Customer Service fits this gradual rollout: prove value first, then expand execution scope.
