Task-Level AI Readiness Assessment for Business Process Management:The T-IPO Model and LARA Matrix in Financial-Services IT Operations

In three linesarXiv paper introducing T-IPO and LARA, tools to assess LLM agent readiness for business tasks. LARA is a 5-dimension rubric scoring tasks into 4 levels (L1-L4), with 1.5× weight on compliance sensitivity. Validated on 127 tasks (κ=0.80), replicated across 3 institutions (κ=0.73). Auto-completion decays from 95% (L1) to 40% (L3).

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