Mohammad Ayaz
@mohammadayaz
I build LLM-powered automation workflows and full-stack AI products for enterprise teams.
What I'm looking for
I've built and deployed LLM-powered automation for Vista Equity Partners, designing three GenAI pipelines for news aggregation, data reconciliation, and NPS insight summarization. My prompt framework reduced manual survey synthesis effort by about 60% while guardrails and validation checkpoints improved output reliability.
At Silkify, I built and shipped an AI-powered image style transformation web app end to end using React, TypeScript, Node.js, PostgreSQL, and the OpenAI API. I also built a Kafka-integrated Spring Boot microservice for JPMorgan Chase and translated sales and customer-engagement analysis into marketing recommendations for Mastercard Advisors.
I'm continuing to deepen my machine learning practice through FlyRank AI's applied ML program, alongside projects in multi-agent orchestration and deployed NLP deep learning models.
Experience
Work history, roles, and key accomplishments
Machine Learning Engineering Intern
FlyRank AI
Jul 2026 - Present (1 month)
Selected for FlyRank AI's 12-week Machine Learning track, working on applied ML assignments and a capstone project with mentor review.
Full-Stack AI Developer
Silkify
Jan 2022 - Dec 2025 (3 years 11 months)
Built and shipped a full-stack AI web app for image style transformation, owning the product end to end. Handled secure file upload, API routing, and database persistence solo.
Software Engineer
JPMorgan Chase & Co.
Nov 2025 - Dec 2025 (1 month)
Built a Kafka-integrated Spring Boot microservice with REST API integration and persistence via Spring Data JPA. Validated end-to-end with Maven test suites.
AI Workflow Engineer
Vista Equity Partners
Nov 2025 - Dec 2025 (1 month)
Designed 3 GenAI automation pipelines for a portfolio operations team, cutting manual research hours. Built a prompt framework that reduced manual synthesis effort by about 60%.
Data & Operations Analyst
Mastercard Advisors
Nov 2025 - Dec 2025 (1 month)
Analyzed sales and customer engagement data to inform a marketing strategy. Presented findings to senior stakeholders with actionable recommendations and projected ROI.
IT Support Executive
SAI General Trading LLC
Jul 2023 - Jan 2025 (1 year 6 months)
Owned IT operations for a 50+ person organisation end to end, with zero critical incidents over 18 months.
Education
Degrees, certifications, and relevant coursework
BSc (Hons) Creative Computing
Bachelor of Science, Creative Computing
2022 - 2025
Pursued a Bachelor of Science with Honours in Creative Computing, focusing on AI, machine learning, full-stack development, data analytics, and user experience.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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