Mahal Systems

Overview › Benchmark catalog

SCUBA

Fits CRM agents working in Salesforce. Borrow the persona-based task sourcing from user interviews and milestone scoring against org snapshots.

What it asks the agent to do

  • configure objects, fields, flows or permissions as a Salesforce admin
  • update leads, opportunities and accounts as a sales rep
  • handle cases and knowledge as a service agent
  • find information or troubleshoot inside the org

What to borrow from it

case templategrading designsandbox design

Caveats

Needs a Salesforce developer org and OAuth login; single product; zero-shot top score 39 percent, about 50 with demonstrations.

Details

Workloadscrm, sales, customer support, computer use, web browsing
Interactionsingle turn
Environmentbrowser
End state checkedYes
ToolsSalesforce developer org via browser (Playwright) or OSWorld style desktop
Gradingstate diff, trajectory check
Size300
Datasynthetic
Personal datanone
LicenseApache-2.0
Harnessown repo
Statusactive

Links

Situations it helped establish

  • Different asker: The same job asked by a different role, such as a manager wanting an aggregate where a rep wants one record.