AgentFinVQA: A Deployable Multi-Agent Pipeline for Auditable Financial Chart QA

AgentFinVQA is a newly introduced multi-agent pipeline designed for financial chart question answering that emphasizes auditability and on-premise deployment. It decomposes queries into several stages including planning, OCR, and verification, while maintaining a traceable Model Evaluation Packet for each sample. The system demonstrates a performance improvement of +7.68 percentage points over a proprietary baseline and +4.84 percentage points over an open-weights model, highlighting its potential for practitioners in regulated environments who require both accuracy and data residency.