Mahal Systems

Overview › Benchmark catalog

EnterpriseOps-Gym (NOWAI-Bench)

Fits ITSM, HR and customer-service agents that write to a system of record. Borrow the SQL verifiers on final database state (about 5 conditions per task, all must pass) and the one-container-per-domain MCP setup.

What it asks the agent to do

  • resolve an ITSM incident or request by updating records
  • process an HR case (leave, onboarding, records)
  • handle a customer service case
  • act on email, calendar, drive and team chat data
  • chain actions across several of these domains

What to borrow from it

grading designsandbox designtaxonomybaseline

Caveats

Fully synthetic data; 40% of tasks are held out; built by a vendor whose platform the tasks resemble.

Details

Workloadsit ops, hr, customer support, email calendar, workflow automation
Interactionsingle turn
Environmentcontainers
End state checkedYes
Tools512 MCP tools over 164 database tables
Gradingstate diff, programmatic check
Size1,150
Datasynthetic
Personal datanone
LicenseApache-2.0
Harnessown repo
Statusactive

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