Raycaster/ Eval

APEX-Agents

gpt-5.4-nano on W127_AH_Task 7

4/10Fail
Domain
Management Consulting
Category
AI Agents for Automotive EV Transition Strategy
Harness
dual

Grader rubric

Criteria verdict

  1. States MQB is a top two platform / application by gross margin percentage for Active

  2. States Hyundai E-GMP is a top two platform / application by gross margin percentage for Active

  3. States Hyundai E-GMP is a top two platform / application by gross margin percentage for New Product Pre-Launch

  4. States MLB Evo is a top two platform / application by gross margin percentage for New Product Pre-Launch

  5. States Ford C2 is a top two platform / application by gross margin percentage for Obsolete

  6. States Volvo SPA2 is a top two platform / application by gross margin percentage for Obsolete

  7. States Stellantis STLA Medium is a top two platform / application by gross margin percentage for Service/Aftermarket

  8. States Volvo SPA2 is a top two platform / application by gross margin percentage for Service/Aftermarket

  9. States that one of the two platforms appearing most frequently in the top two by gross margin percentage across all lifecycle statuses is Hyundai E-GMP

  10. States that one of the two platforms appearing most frequently in the top two by gross margin percentage across all lifecycle statuses is Volvo SPA2

Prompt excerpt

Task context

Read the attached email from the EM about conducting lifecycle analysis on the SKU data and execute on the analysis in: 4. Data Hygiene / Gaps Log (Associate 2). Use values rounded to two decimal places. Reply back to me with the info I need.

Response trace

Agent response, tools, files, and edits

Open full trace

On a phone, the interactive viewer works best full-screen — pick the narrative report or the files & trajectory workspace.

Why Eval exists · why Workspace exists

Public evidence and cloud agents are the same harness.

Eval exists so scores are inspectable—tasks, trajectories, artifacts, and rubric verdicts anyone can open.Workspace exists so people can automate real file work with that harness, and so Raycaster never evaluates work it cannot perform.