INTERACTIVE CO-CRAFTER: TEMPLATIZED DOCUMENT GENERATION

Financial institutions rely on long, templated documents-such as investigation reports, marketing materials and compliance protocols- that must be generated from heterogenous evidence under strict structural and factual constraints. In practice, these documents rely on manual drafting or rigid rule-based workflows to meet strict precision and compliance requirements, but these approaches are costly, slow to scale across document types and brittle in the face of long documents and heterogeneous evidence. We present Interactive Co-Crafter, a multi-agent framework that decomposes drafting into specialized roles—Orchestrator, Strategist, Researcher, Writer, Reviewer, and Synthesizer—coordinated by a stateful orchestrator. Templates act as control signals that guide agent routing and enable localized generation with human-in-the-loop(HITL) interrupts. We provide an initial empirical study on two different structured document generation tasks, where our approach improves structural adherence and content quality over existing benchmarks, and achieves up to 4.7x lower latency through parallel section execution. Our goal is to advance reliable agentic systems for high-stakes financial document workflows through practical design patterns and compliance checks.