VideoMap01 / SYSTEMS
Applied AI / Data pipelines
VideoMap / ModAI
LLM-based extraction, merchant-scoped catalog matching, and media delivery in one operational pipeline.
Mostafa Kermani Nia
AI/ML Engineer · Applied AI & Data Systems
Intelligence,
engineered.
I build AI systems that connect messy real-world data to useful products — from LLM pipelines and visual search to analytics, APIs, and automation.
Based in Tehran Working across AI & software
~50K posts
Historical crawl scope for a video-to-product pipeline.
1.2 → <0.1
CLS improvement in a production commerce application.
Ranked 1st
Eight consecutive semesters at the University of Tehran.
01 / Selected work
Selected systems.
Real engineering.
A closer look at the decisions, pipelines, and product work behind my projects.
Visual Search02 / SYSTEMS
Computer vision / Retrieval
Visual Search / RamonAI
Connecting social-media imagery to real commerce catalogs through image representations and vector retrieval.
Grantia03 / SYSTEMS
RAG / Data engineering
Grantia / Pikan Ventures AB
Explainable grant matching, combining eligibility rules with semantic retrieval and LLM reasoning.
ORBIT04 / SYSTEMS
Voice AI / Agents
ORBIT / Independent project
Speech, local reasoning, tools, and memory — connected in a documented Python application.
Beyond the model / Product engineering
The interface
matters, too.
Production web experiences, responsive UX, and mobile integration — including a shipped Android app and a measurable improvement in layout stability.
Explore the product workCommerce Experience05 / SYSTEMS
02 / What I bring
From the model.
To the whole system.
01
Applied AI & retrieval
LLM integration, structured extraction, embeddings, visual search, RAG, and evaluation workflows.
VideoMap · RamonAI · Grantia
02
Data & production systems
Python, SQL, PostgreSQL, ClickHouse, Elasticsearch, ETL, APIs, and operational workflows.
VideoMap · Grantia · Behavioral Intelligence
03
Product engineering & ownership
Frontend architecture, responsive UX, mobile integration, implementation, and distributed-team delivery.
ModAI · RamonAI · MOMIS
03 / Industry experience
Built across products,
teams, and disciplines.
Selected contributions in AI, commerce, and product engineering.
ModAIAI-powered fashion discovery & commerceJun 2026 — Present
Senior Applied AI & Data Engineer
Aug 2026 — Present
Video-to-product intelligence, catalog enrichment, and behavioral analytics in development.
Senior Front-End & Mobile Engineer
Jun 2026 — Present
Core Web Vitals, commerce UX, and the Android WebView/PWA app released through Cafe Bazaar and Myket.
RamonAIIntelligent commerce & visual searchMay 2026 — Present
Applied AI Engineer
Jul 2026 — Present
Visual retrieval, embeddings, and search-quality evaluation in development.
Senior Frontend Engineer
May 2026 — Present
Responsive SaaS interfaces, navigation, and conversational-commerce flows.
GrantiaEuropean grant discovery & matchingNov 2025 — Jun 2026
AI Software Engineer · Technical leadership
Nov 2025 — Jun 2026
Grant ingestion, explainable matching, React administration, and monitoring tooling.