Mahal Systems

Overview › Benchmark catalog

SupChain-Bench

Fits order-management, logistics operations and back-office agents that chain many read-only API calls under a procedure. Borrow the oracle-script ground truth (expected tool outputs per question), the entity-level precision and recall scoring, and the three difficulty levels by step count.

What it asks the agent to do

  • answer supply chain knowledge questions (multiple choice, true or false)
  • diagnose a trade order's status by chaining calls across trade, fulfillment and warehouse systems
  • follow a written standard operating procedure for an order issue
  • detect cancellation, error or fake-shipping flows

What to borrow from it

grading designsandbox designcase template

Caveats

The 435 count covers the knowledge questions only, the tool-calling task count is not stated; all data is generated by a script with 100 trades by default; tools are read-only so no state change is tested; one SOP only.

Details

Workloadsmanufacturing, workflow automation, tool calling, knowledge qa
Interactionsingle turn
Environmentapi sandbox
End state checkedNo
Toolseight read only query tools over synthetic order, fulfillment and warehouse tables
Gradingprogrammatic check, trajectory check, exact match, llm judge
Size435
Datasynthetic
Personal datanone
LicenseApache-2.0
Harnessown repo
Statusactive

Links