The platforms I reach for daily to build, measure, and ship product.
Bridging strategy and execution. Building scalable systems, refining UX, delivering data-backed improvements.
Detailed case studies demonstrating my approach to complex workflow automation, AI integration, and scaling data platforms.
A real-time settlement UI designed to mitigate user anxiety during payment processing by quantifying bank health and API latency.
94.5%
Anxiety Mitigation
Measured in post-transaction feedback surveys
7,500
Peak TPS
Real-time settlement capacity supported
Prompt
Is circular 41 applicable to non-bank lenders?
Response
Yes. Sec 3.2 explicitly includes all NBFCs with asset size > 500 Cr.
Built RAG pipeline to analyze RBI circulars and generate contextual compliance insights, reducing manual dependency.
3.5x
Audit Speedup
Decrease in manual compliance search times
99.2%
Recall Rate
Accurate semantic circular retrieval chunks
Enterprise-grade AI document processing that revolutionized document type accuracy and validation speed.
98.4%
Extraction Accuracy
On multi-page low-resolution mobile docs
1.2s
Classification Speed
Average extraction runtime per document
System architecture, regulatory engines, and onboarding workflows.
Unified risk management layer applying consistent evaluation rules across diverse loan products and partners.
High-fidelity analytics dashboards surfacing critical bottlenecks and optimizing conversion funnels.
Frictionless document journey redesign that significantly amplified completion rates and user satisfaction.
"Ayush is extremely structured in his thinking and execution. He took ownership of underwriting workflow design and was able to convert ambiguous business requirements into clear product rules."
Mentor — Fintech — Gurugram
"His contributions to AI-driven document processing significantly reduced manual verification effort. Ayush completely understands problem statements and vigorously drives closure."
Colleague — AI Products — Delhi NCR
"Ayush demonstrates strong ownership, curiosity, and product mindset. He collaborates effectively across risk and operations, and always anchors conversations around real data."
Leadership — Lending Platform — India
Whether you're hiring, want to collaborate, or just need to talk product — my inbox is open.