Active Research Areas
Six tracks pushing the boundary of what's possible in enterprise finance AI
Conversational ERP Interface
Beta Q2 2025
Natural language → SQL → Action. Transform how users interact with ERP systems through chat.
GenAI Document Understanding
GA v2.0 H2 2025
Next-gen document intelligence: multi-modal, multi-language, layout-aware, context-rich extraction.
Predictive Finance Models
GA Q3 2025
Cash flow, revenue, expense forecasting with explainable AI. Ensemble models on ERP transaction graphs.
AI Governance & Compliance
GA Q4 2025
Automated EU AI Act compliance, model monitoring, bias detection, and audit-ready documentation.
Agentic Workflow Orchestration
Research preview 2026
Multi-agent systems for end-to-end finance processes. Planning, execution, verification, and self-correction.
Multimodal Finance Understanding
Exploratory
Vision + language models for financial documents: charts, tables, handwritten notes, stamps, signatures.
Open Benchmarks
Reproducible, transparent benchmarks for finance AI. Data, code, and methodology open-sourced.
Invoice Extraction Benchmark
50,000 invoices across 15 formats, 8 languages. GenAI vs OCR vs Human baseline.
AP Automation ROI Benchmark
237 production deployments. Processing time, cost/invoice, automation rate by platform/volume/industry.
Text-to-SQL for Finance
Spider + custom finance schema. 1,200 NL questions → SQL. Executable accuracy + semantic correctness.
Exception Handling Benchmark
10,000 exception cases. AI-native vs Rule-based vs Human resolution time and accuracy.
Publications & Thought Leadership
Peer-reviewed papers, whitepapers, and technical articles from our research team
GenAI vs OCR: Invoice Processing Accuracy Showdown
Flowtaris AI Research Blog
Authors: Dr. James Park, Dr. Sarah Chen
State of AI Automation in Enterprise Finance 2025
Flowtaris AI Annual Report
Authors: Dr. Sarah Chen, Marcus Rodriguez
Conversational ERP: Natural Language Interfaces for Enterprise Systems
VLDB 2024 Workshop
Authors: Dr. Alex Kim, Dr. James Park
Benchmarking Document Intelligence for Financial Workflows
ICDE 2024
Authors: Dr. James Park, Priya Sharma
EU AI Act Compliance for Finance AI Systems: A Practical Framework
Flowtaris AI Whitepaper
Authors: Elena Volkov, Dr. Alex Kim
Lab Team
Researchers, engineers, and domain experts pushing finance AI forward
Dr. Alex Kim
CTO & Lab DirectorFocus: Conversational ERP, Agentic Systems
Dr. Sarah Chen
Chief Research OfficerFocus: Finance AI Benchmarks, ROI Modeling
Dr. James Park
ML Research LeadFocus: Document Understanding, Multimodal
Marcus Rodriguez
VP AnalyticsFocus: Predictive Finance, Benchmarks
Elena Volkov
AI Governance LeadFocus: Compliance, Risk, EU AI Act
Priya Sharma
Solutions Architecture LeadFocus: Production ML Ops, Integration
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Open Source
Contribute to our benchmarks, models, and tools on GitHub
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