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Census · Sales · occupation code 41-4012

Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products

Every task in this role, whether it passes the census's structural hand-over screen, which models pass it, and why. It is a screen, not a claim about what AI can do: a task can pass and still be beyond the systems of the day. The stricter and looser rules re-vote every task, and small differences between roles are noise.

Passes the screen · 2 of 18 tasks

  • Forward orders to manufacturers.

    quick to check, an existing check settles it, and a mistake is cheap · 3.4% of the role's time · $3.5B · passed by Claude Sonnet, Gemini 3.1 Pro · the models disagreed

  • Obtain credit information about prospective customers.

    quick to check, an existing check settles it, and a mistake is cheap · 3.1% of the role's time · $3.2B · passed by Claude Sonnet, Gemini 3.1 Pro · the models disagreed

Does not pass

  • Answer customers' questions about products, prices, availability, product uses, and credit terms.

    reason given most often: no existing check settles it · 9.5% of the role's time · $9.8B · waiting on a check

  • Recommend products to customers, based on customers' needs and interests.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 9.3% of the role's time · $9.6B

  • Estimate or quote prices, credit or contract terms, warranties, and delivery dates.

    reason given most often: no existing check settles it · 6.9% of the role's time · $7.1B

  • Monitor market conditions, product innovations, and competitors' products, prices, and sales.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 6.8% of the role's time · $7.0B

  • Provide customers with product samples and catalogs.

    physical work, outside the screen · 6.4% of the role's time · $6.6B

  • Consult with clients after sales or contract signings to resolve problems and to provide ongoing support.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 6.4% of the role's time · $6.6B

  • Plan, assemble, and stock product displays in retail stores, or make recommendations to retailers regarding product displays, promotional programs, and advertising.

    physical work, outside the screen · 6.0% of the role's time · $6.2B

  • Contact regular and prospective customers to demonstrate products, explain product features, and solicit orders.

    physical work, outside the screen · 5.7% of the role's time · $5.9B

  • Identify prospective customers by using business directories, following leads from existing clients, participating in organizations and clubs, and attending trade shows and conferences.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 5.5% of the role's time · $5.7B

  • Prepare sales contracts and order forms.

    reason given most often: no existing check settles it · 5.2% of the role's time · $5.4B · passed by Claude Sonnet · the models disagreed

  • Check stock levels and reorder merchandise as necessary.

    physical work, outside the screen · 5.2% of the role's time · $5.3B

  • Negotiate details of contracts and payments.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 4.9% of the role's time · $5.0B

  • Perform administrative duties, such as preparing sales budgets and reports, keeping sales records, and filing expense account reports.

    reason given most often: nobody can tell quickly whether it worked · 4.7% of the role's time · $4.9B · passed by Claude Sonnet · the models disagreed

  • Negotiate with retail merchants to improve product exposure, such as shelf positioning and advertising.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 4.7% of the role's time · $4.9B

  • Prepare drawings, estimates, and bids that meet specific customer needs.

    reason given most often: no existing check settles it · 3.5% of the role's time · $3.6B

  • Arrange and direct delivery and installation of products and equipment.

    physical work, outside the screen · 2.7% of the role's time · $2.8B

Where this role works