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Thoughts on AI in Payments, Payment Orchestration, BNPL, and building fintech products.

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⭐ Featured · AI · Payments

Intelligent PG Routing: How ML is Reshaping Payment Success Rates

Traditional payment routing relies on static priority lists. But what if your routing layer could learn — adapting in real time to gateway health, time-of-day patterns, issuer bank behaviour, and transaction characteristics? This is where ML-driven routing changes the game entirely.

📅 Jun 2025 ⏱ 6 min read 🏷 AI, PG Routing, Fintech
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Product · Fintech

Building Payment Orchestration Layers That Scale

What makes a payment orchestration layer truly resilient under high traffic? From routing priority matrices to fallback logic, here are the product decisions that separate good orchestration from great.

📅 Apr 2025 ⏱ 8 min read
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Career · PM

From Android Dev to PM: Lessons from 15 Years in Fintech

I started writing code. Now I orchestrate teams and payment flows. Here's what the transition taught me — and why having a technical foundation makes you a significantly better product manager.

📅 Feb 2025 ⏱ 5 min read
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BNPL · Fintech

The BNPL Revolution in India: Opportunity, Risk & Compliance

Buy Now Pay Later has transformed how Indians access credit for everyday purchases. But what does BNPL integration really look like from a product side — and what does the RBI's evolving stance mean for product teams?

📅 Jan 2025 ⏱ 7 min read
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AI · Payments

Agentic Refund Flows: The Next Frontier in Customer Experience

What if a refund could be initiated, validated, and processed without a single human in the loop? Agentic AI flows are making this possible — and the implications for payment product teams are massive.

📅 Dec 2024 ⏱ 6 min read
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Product · Fintech

Writing PRDs That Engineers Actually Read

A PRD is only useful if the team building from it actually understands it. Here's my framework for writing lean, outcome-focused product requirements documents — shaped by years in agile fintech teams.

📅 Nov 2024 ⏱ 5 min read
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AI · Fintech

Fraud Detection in Payments: Rule Engines vs. ML Models

Traditional rule-based fraud detection is fast and explainable but brittle. ML models are adaptive but require trust. The future of payments fraud sits at the intersection of both — and product teams need to understand why.

📅 Oct 2024 ⏱ 9 min read
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Writing regularly on AI in Payments, Payment Orchestration, and Fintech Product thinking. Follow on LinkedIn for updates.

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