Lead AI Architect - Cogentiq I2C

Fractal · Bangalore

Collected role description

Lead AI Architect - Cogentiq I2C at Fractal

AI Architecture & Delivery Define end-to-end AI architecture for invoice-to-cash workflows.

We are hiring an experienced AI Lead to drive AI-powered automation across our Intelligent Invoice-to-Cash (I2C) platform.

You will lead the design, development, and deployment of AI systems that extract financial data, match payments to invoices, identify deductions, and reduce manual exceptions.
Design modular AI agents for: Remittance data extraction Invoice reference identification Payment-to-invoice matching Deduction classification
Ensure scalable and production-ready AI deployment.
Intelligent Document Processing
Lead AI solutions to parse: Email attachments (PDF/scanned remittances) EDI/XML files 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.
Matching & Automation 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.
Exception Intelligence & Explainability 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.
Leadership & Collaboration 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.

8–14+ years of experience in AI/ML engineering.
Strong expertise in: NLP / LLM-based systems Entity extraction & classification Matching/reconciliation algorithms Production AI deployment
Hands-on experience with Python and ML frameworks (PyTorch, TensorFlow, etc.).
Experience building scalable AI pipelines in SaaS or enterprise environments.

Accounts Receivable or financial systems automation.
Cash application or remittance processing.
ERP-integrated AI systems.
Agent-based AI architectures.
Explainable AI in regulated domains.
Leadership Level Owns AI solution execution and production delivery.
Leads model performance optimization and team execution.
Defines enterprise-wide AI strategy and architecture.
Drives long-term innovation and AI governance.
What Success Looks Like High extraction accuracy (≥ 90–95%).
Strong auto-match rates with minimal false positives.
Reduced financial exceptions and manual effort.
Scalable, secure, and audit-ready AI systems.
Why Join Us?
You will build the AI backbone of a next-generation Invoice-to-Cash platform that transforms financial operations through automation and intelligence.
If you are passionate about building impactful AI systems in enterprise finance, we would love to hear from you.
If you like wild growth and working with happy, enthusiastic over-achievers, you'll enjoy your career with us!
Not the right fit?
Let us know you're interested in a future opportunity by clicking Introduce Yourself in the top-right corner of the page or create an account to set up email alerts as new job postings become available that meet your interest!

It's fun to work in a company where people truly BELIEVE in what they are doing!
We're committed to bringing passion and customer focus to the business.
This platform includes Invoice Template Creation (Branding intelligence), Remittance Processing, Payments, AI-based Cash Application, Deduction Management, and ERP Posting.
This is a high-impact leadership role shaping automation across enterprise financial workflows.

14+ years