The Summarization Test

Summarize the following article in exactly 5 bullet points, each under 30 words. Keep only what a busy executive needs to make a decision. Cut all filler, background, and color. Start each bullet with an action verb.

Northwind's AI Support Pilot: What the First Quarter Showed

Six months ago, Northwind Software faced a familiar problem. Support tickets were climbing 20% a quarter, response times had slipped past 14 hours, and hiring more agents was both slow and expensive. Rather than expand headcount, the company ran a 90-day pilot of an AI support assistant that drafts replies for human agents to review and send.

The results were mixed but informative. Median first-response time fell from 14 hours to 3 hours, because the assistant drafted an answer within minutes of a ticket arriving. Agent throughput rose 38%, as reviewing a draft took less time than writing from scratch. Customer satisfaction held steady at 4.3 out of 5 — neither the gain leadership hoped for nor the collapse skeptics predicted.

The problems were concentrated in two areas. On billing and refund questions, the assistant was confidently wrong about 11% of the time, occasionally citing policies that no longer existed. And agents reported "review fatigue": when most drafts were good, they began approving them with less scrutiny, which is precisely when the bad ones slipped through.

Northwind's support lead recommends expanding the pilot to the full team, but with three guardrails. First, route billing and legal tickets to humans only, with no AI draft. Second, cap each agent at 40 AI-assisted tickets per day to limit review fatigue. Third, audit a random 5% of sent replies weekly to catch drift early.

The finance team estimates the rollout would save roughly $480,000 a year versus hiring six additional agents, while keeping a human in the loop on every customer reply. Leadership will decide next week whether to approve the expansion, delay for another pilot quarter, or shelve the program entirely.