Fractal is looking for an AI Architect to lead the design, development, and deployment of AI systems for our Intelligent Invoice-to-Cash (I2C) platform. You will drive AI-powered automation across core enterprise financial workflows.
What You'll Do
- Define end-to-end AI architecture for invoice-to-cash workflows.
- Design modular AI agents for remittance data extraction, invoice reference identification, payment-to-invoice matching, and deduction classification.
- Lead AI solutions to parse email attachments (PDF/scanned remittances), EDI/XML files, and customer portal uploads.
- Extract structured financial entities such as invoice numbers, UTRs, customer data, deductions, FX variances, and tax adjustments.
- Implement confidence scoring and validation logic.
- Build and optimize AI-driven matching algorithms between remittances, payments, and ERP invoices.
- Improve auto-match rates while maintaining high precision.
- Reduce manual exception handling through intelligent recommendations.
- Design AI systems that detect mismatches and suggest corrective actions.
- Ensure explainable AI outputs suitable for financial audit and compliance.
- Establish feedback loops for continuous model improvement.
- Lead a team of AI/ML engineers and data scientists.
- Partner with Product, Integration, and ERP teams.
- Drive AI roadmap aligned with business automation goals.
What We're Looking For
- 8–14+ years of experience in AI/ML engineering.
- Strong expertise in NLP / LLM-based systems.
- Strong expertise in entity extraction & classification.
- Strong expertise in matching/reconciliation algorithms.
- Strong expertise in production AI deployment.
- Hands-on experience with Python and ML frameworks (PyTorch, TensorFlow, etc.).
- Experience building scalable AI pipelines in SaaS or enterprise environments.
Nice to Have
- Accounts Receivable or financial systems automation.
- Cash application or remittance processing.
- ERP-integrated AI systems.
- Agent-based AI architectures.
- Explainable AI in regulated domains.
Technical Stack
- Python
- PyTorch
- TensorFlow
Team & Environment
You will lead a team of AI/ML engineers and data scientists and partner closely with Product, Integration, and ERP teams.
Fractal is committed to bringing passion and customer focus to the business. We are fun to work in a company where people truly BELIEVE in what they are doing!





