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From the firm's own write-upReceipt no. 7642
What sucked

DSS Games, a consumer products company, had begun experimenting with AI, but adoption was uneven and the company had no dedicated technical staff.

Before the engagement, 28% of surveyed employees used Claude daily and 17% had never used it, and 56% had never used Claude Cowork. Repetitive supply chain work, including retail shipping documents, invoice audits, forecasting reconciliation and recurring reports, was done by hand.

Consumer Goods & CPGAI Adoption & TrainingUnder 4 weeks
What they built

Backland Labs ran a three-hour, company-wide Claude Cowork workshop at DSS Games that paired instruction with a live build session, so employees created their own skills and automations. The team went on to run 10 automations covering retail shipping documents, freight-charge audits, forecasting reconciliation and market reporting.

What changed
480 Hours Saved a Year (Estimated)

DSS Games estimates 308 hours in order processing and fulfillment plus 170 in reporting, across one department.

Planned Hires Revised From 2 to 1

An operations leader revised staffing needs after the automations went live.

Daily Claude Use Up From 28% to 61%

Among 18 survey respondents; 89% adopted repeatable workflows and 67% regularly use two or more.

Time to results
Under 4 weeks
Who did it
Max Krueger
Backland Labs

Pulled from work they published. Pluris hasn't reviewed it yet.