Join Date
July 2025
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About Srijan Kumar
I'm an award-winning AI professor-turned-entrepreneur. Over the last 14 years, my AI systems have been used at Meta, Wikipedia, The Home Depot, and Flipkart. I have been a Georgia Tech professor and worked at Google, Stanford, CMU, and UMD, and IIT. I pioneered dynamic graph neural nets. I have written 60+ AI publications w 6000+ citations. Awards won: NSF CAREER, Forbes 30u30, Kavli Fellow.
I'm building AI agents to do AP and AR in logistics, powered by dynamic knowledge graphs.
I'm building AI agents to do AP and AR in logistics, powered by dynamic knowledge graphs.
Companies & Work
Lighthouz AI
Lighthouz AI's AI agents solve the biggest problems in logistics - AR and AP!
3PLs, brokers, factors, and carriers lose billions every year to slow invoicing, manual invoice audits, and billing disputes. Manual AP & AR processes create errors, disputes, cash flow bottlenecks, late fees —hurting everyone in the logistics supply chain.
🚛 The Problem:
- Factors: Auditing and verifying carrier invoices, timely invoicing
- 3PLs & Brokers: Verifying carrier invoices, creating own invoices, and handling disputes and chargebacks.
- Carriers: Timely invoicing, Submitting correct and complete paperwork, Dealing with late payments, incorrect deductions, and manual paperwork.
- Shippers: Struggling with invoice error identification and resolution, delaying payments.
📉 The Impact: The U.S. freight industry processes over $1.2 trillion in transactions annually, yet 25% of freight invoices contain errors, leading to payment disputes and delays.
🔹 Our Solution is an AI agent that automates invoice audits, rate verifications, invoicing, and collections in the logistics industry.
With Lighthouz AI agents, businesses 10x their AR and AP processes.
3PLs, brokers, factors, and carriers lose billions every year to slow invoicing, manual invoice audits, and billing disputes. Manual AP & AR processes create errors, disputes, cash flow bottlenecks, late fees —hurting everyone in the logistics supply chain.
🚛 The Problem:
- Factors: Auditing and verifying carrier invoices, timely invoicing
- 3PLs & Brokers: Verifying carrier invoices, creating own invoices, and handling disputes and chargebacks.
- Carriers: Timely invoicing, Submitting correct and complete paperwork, Dealing with late payments, incorrect deductions, and manual paperwork.
- Shippers: Struggling with invoice error identification and resolution, delaying payments.
📉 The Impact: The U.S. freight industry processes over $1.2 trillion in transactions annually, yet 25% of freight invoices contain errors, leading to payment disputes and delays.
🔹 Our Solution is an AI agent that automates invoice audits, rate verifications, invoicing, and collections in the logistics industry.
With Lighthouz AI agents, businesses 10x their AR and AP processes.
