The Work Bench · Customer Service Representatives

Recommend service improvements

The task, from O*NET: Recommend improvements in products, packaging, shipping, service, or billing methods and procedures to prevent future problems.

Typical length 33 minutes. Time split: documents 80%, conversation 20%. About 119,299,839 hours a year of desk work across the US go to this task.

Passes, one attempt by Claude Fable 5.1. The rubric was written 2026-10-01 03:42 UTC, before the attempt (2026-10-01 03:52 UTC); the grade came last (2026-10-01 03:56 UTC).

One attempt at one task on one date, with constructed material: it is not a statement that the job, or this task in a given workplace, can be done by AI. The rubric, the attempt and the grade were made by the same model in one session, in that order; a person's check of a sample of grades will be published beside them.

The brief

You are a senior customer service representative at Northwind Outfitters, an online seller of outdoor gear. The service manager asks for a written recommendation from September's complaint log: what the recurring problems are, with counts, what you recommend changing in shipping, packaging, service or billing to prevent them, and what each change would take. Use only the log and the two notes below; where you need a number you do not have, say so.

The material

Constructed for this example; the names, figures and documents are invented.

SEPTEMBER COMPLAINT LOG, 42 complaints (category; count; what the cases had in common)
- Package arrived damaged; 9; tents and stoves shipped in a single-wall box with no inner padding; 7 of the 9 shipped from the Dayton warehouse.
- Wrong item shipped; 6; 5 of the 6 involved the two water bottle SKUs WB-1L-BLU and WB-1L-BLK, which sit in adjacent bins.
- Late delivery; 8; 6 of the 8 were expedited orders that shipped the next business day rather than the same day; the website promises same-day shipping for expedited orders placed before 2 pm.
- Billing, duplicate charge; 4; all four happened when the customer clicked Pay twice during a slow checkout; refunds took 3 to 5 days.
- Billing, unexpected restocking fee; 5; customers said the 15% fee was not shown before they returned; the fee is on the terms page but not on the returns form.
- Could not reach support; 7; hold times over 15 minutes on Mondays between 9 and 11 am; 5 of the 7 were on Mondays.
- Other; 3.

NOTES
Warehouse lead, Dayton: "We ran out of the padded inserts for the large boxes mid-month; the reorder came September 24."
Billing: "A double-submit guard on the Pay button is on the development list; no date."

The rubric, written before the attempt

1. The recurring problems are named with their counts and the pattern inside each. Evidence: 7 of 9 damaged from Dayton in unpadded single-wall boxes; 5 of 6 wrong items from the adjacent bottle SKUs; 6 of 8 late deliveries were expedited orders shipped a day late; all 4 duplicate charges from double clicks; the fee missing from the returns form; 5 of 7 unreachable on Monday mornings.
2. Each category gets a recommendation that addresses its pattern. Evidence: A stock minimum and reorder point for padded inserts and double-wall boxes for tents and stoves; separating or re-labeling the two bottle bins with a check at packing; a same-day process for expedited orders placed before 2 pm, or an honest change to the promise; the double-submit guard prioritized with an interim disable of the button after one click and faster refunds; the 15% fee shown on the returns form and before purchase; Monday 9 to 11 staffing or a callback option.
3. What each change would take is stated honestly, with missing numbers named. Evidence: Who does it and roughly how long for each; the insert cost, the staffing cost and the guard's date named as unknown.
4. Grounded in the log and the two notes only. Evidence: No invented figures, vendors, systems or causes.
5. Organized for a manager, with a way to measure next month. Evidence: Problems with counts, recommendations, what each takes, and the same counts proposed as October's measure.
6. Plain words, under about 600 words. Evidence: Length and plainness.

The attempt, one pass, unedited

Claude Fable 5.1, written 2026-10-01 03:52 UTC from the brief and the material only.

RECOMMENDATIONS FROM SEPTEMBER'S COMPLAINTS
For the service manager. Source: the September complaint log (42 complaints) and the notes from the Dayton warehouse lead and from Billing.

The recurring problems
1. Damaged packages, 9 (about a fifth of all complaints). Tents and stoves shipped in single-wall boxes with no inner padding; 7 of the 9 came from Dayton, which ran out of padded inserts mid-month until the reorder arrived on September 24.
2. Wrong item, 6. Five of the six were the two 1-liter water bottles, blue and black, whose bins sit next to each other.
3. Late delivery, 8. Six of the eight were expedited orders that shipped the next business day; the website promises same-day shipping for expedited orders placed before 2 pm.
4. Duplicate charge, 4. All four were customers clicking Pay twice during a slow checkout; the refunds took 3 to 5 days.
5. Unexpected restocking fee, 5. The 15% fee is on the terms page but not on the returns form, so customers did not see it before returning.
6. Could not reach support, 7. Holds over 15 minutes; five of the seven on Monday between 9 and 11 am.
Other: 3.

What I recommend, and what each would take
1. Packaging. Set a stock minimum and a reorder point for the padded inserts at both warehouses so a mid-month run-out cannot recur, and move tents and stoves to double-wall boxes. Who: purchasing with the Dayton lead. About a week to set the reorder point, longer to switch the box stock. The cost of double-wall boxes and of the insert minimum is not in the log; purchasing would need to price it.
2. Picking. Move one of the two bottle SKUs to a bin that is not adjacent, and add a color check at packing (a scan or a one-line checklist). Who: the warehouse leads. A day to relocate the bin; the packing check from the next shift.
3. Expedited orders. Either make the 2 pm cutoff real, with a daily sweep at 2 pm of expedited orders that must ship the same day and a named owner for it, or change the website promise to next business day for expedited orders. Who: operations for the sweep, web content for the promise. The staffing cost of a same-day sweep is not in the log.
4. Duplicate charges. Ask development to put a date on the double-submit guard for the Pay button, which is on their list without one; meanwhile disable the button after one click on the front end, and have Billing issue duplicate-charge refunds the same day rather than in 3 to 5 days. Who: development for the guard and the interim disable; Billing for the refund timing. The guard's date is unknown.
5. Restocking fee. Put the 15% fee on the returns form and on the order confirmation, so nobody meets it for the first time after returning. Who: web content. About an hour of work.
6. Monday mornings. Add one agent to the 9 to 11 am Monday slot, or offer a callback option during that window so callers do not hold. Who: the service schedule for the agent; development for a callback feature. The cost of the extra agent hours is not in the log.

How to measure next month
Use the same six counts from October's log against September's: damaged 9, wrong item 6, late 8, duplicate charges 4, restocking fee 5, could not reach support 7. If the packaging and picking changes land in the first week, the damaged and wrong-item counts should fall first; the Monday count will show whether the staffing change was enough.

The grade

Graded 2026-10-01 03:56 UTC against the rubric above, by the same model.

Overall: passes. A manager could act on this as written. The recommendations stay inside what the log supports and say where the money question is open.

How the examples are made and graded: the method. Every task of this job, with its length and when it comes within reach: Customer Service Representatives.