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Case Studies & Work

Product judgment first. Technical depth where it changes the decision.

Start with six case studies showing product discovery, detailed specification, delivery, analytics, go-to-market, and technical decision-making. The broader archive stays accessible without competing with the Product story.

Selected Product Case Studies

Six cases worth reading first.

Professional experience and hands-on products are presented with explicit ownership, maturity, constraints, and evidence boundaries.

View professional experience
Product · Data

WiseTrack — B2B Mobile Measurement & Analytics

Product-management case study spanning an early-stage MMP from startup formation through detailed attribution/analytics specification, pilot-led validation, ecosystem integrations, and initial commercial adoption.

Evidence

~10 pilot/onboarding apps · 1st paying client confirmed · 1.2s → 0.25s recorded API example

Read case study Professional experience · Dec 2021 — Mar 2025
Product · Technical

Houbad — Smart Ambulance MVP & Technical Acceptance

Enterprise product and technical-delivery case study covering a smart-ambulance MVP plus evidence-based acceptance of confidential vendor-delivered systems.

Evidence

2 real ambulances in controlled EMS field test · 4 confidential systems under technical acceptance

Read case study Professional experience · Sep 2025 — Present
Product · Data

Sepas — From Prolonged Pre-launch to Public Release

Product and go-to-market case study for moving a technically developed relationship-wellness product into public launch, behavioral analytics, monetization, and early market validation.

Evidence

1,450 unique registered · 25,800 assessment responses · 58 unique paying users

Read case study Professional experience · Mar 2025 — Sep 2025 active phase
Product · AI

AcuLearn — AI-Powered Course Advisor

AI-powered Telegram course advisor that interviews learners, assesses knowledge and goals, recommends a personalized module sequence, preserves context, and escalates unresolved cases to human support.

Evidence

~500 starts · ~300 complete interviews · 3rd place

Read case study Hands-on project · Jan 2025
Product · Automation

IranArze — Automated Job Deadline Notification

End-to-end Telegram automation that extracts active opportunities, calculates Jalali deadlines, publishes a consolidated daily digest, and sends urgent reminders without routine manual content operations.

Evidence

~500 members · ~2 months automated operation

Read case study Hands-on project · 2026
Data · Automation

Iranian Contact Data Normalization Pipeline

High-volume Python ETL workflow that turns raw Iranian phone exports into standardized, validated, deduplicated, operator-aware, messaging-ready lists.

Evidence

~1,000,000 records tested

Read case study Hands-on project · Mar 2025
Technical Product · Data · Analytics

Iran Stock Analysis Pipeline

An automated market-data and analytics pipeline for Iranian equities, combining daily market snapshots, validated 1–10 year historical analysis, risk metrics, provider fallbacks, and automated dashboard delivery.

Data EngineeringFinancial AnalyticsAutomationDaily Market Intelligence Dashboard
Technical & Research Archive

Broader evidence, intentionally lower in the hierarchy.

Fourteen additional projects across AI, data, automation, software, and research. They demonstrate range and hands-on execution without redefining the profile as Developer-first. Filters apply only to this archive.

Product · Automation

Batch Messaging Delivery System

Phone-based Python batch messaging workflow that personalized SMS campaigns and sent them through an Android device/SIM gateway with pacing, retries, and structured execution logs.

~5,000 personalized campaign contacts

Completed and operationally testedMar 2025
Product · Automation

Travel Tour Reservation & Capacity Approval Bot

Telegram reservation and operations product used by a travel agency for passenger registration, tour selection, admin-controlled capacity approval, offline payment verification, and targeted updates.

~10 months real use · ~3 tours/week

Historical production use2022 — 2023
Data · Product

Iranian Stock Market Screening & Analysis Pipeline

Personal Python data product that combines Iranian market sources, price/fundamental inputs, a custom relative-performance formula, and Excel screening reports.

Practical screening workflow · 5 users

Completed; outputs still used2021 — 2022
Automation · Technical

Automated Divar Property Listing Monitor

Personal Python monitor that checked one filtered Divar property URL every five minutes and sent desktop notifications with direct links when new listings appeared.

Completed personal automation2023
Automation · Data

Automated Cross-Exchange & Triangular Cryptocurrency Arbitrage System

Two-person automated trading system that collected Binance/CoinEx market data, detected cross-exchange and triangular opportunities, validated price/volume constraints, and executed order sequences.

Suspended after limited live operation2022 — 2023
AI · Product

Municipal Mask Compliance & Health Status Reporting

Real-time TensorFlow/OpenCV system designed, built, integrated, and deployed at Zanjan Municipality to support mask-compliance reporting with authorized internal identity/health context and human review.

~10 cameras · 89% test vs ~78% observed operational accuracy

Historical operational AI deployment2020
AI · Research

Persian Poetry Generation & Poet Style Transfer

Three-person Persian NLP research prototype coupling a Persian GPT-2 generator with a multi-task evaluator for poetic validity, structure, and target-poet style alignment.

Completed academic research prototypeSpring 2023
AI · Data

Bilingual Semantic Medicine Search

Persian/English semantic medicine retrieval prototype combining Iranian FDA data with WHO ATC classifications, fuzzy matching, bilingual embeddings, and cross-lingual vector alignment.

65,469 enriched medicine records

Completed academic semantic-search prototypeSpring 2023
AI · Research

Persian He-Kasra Grammar Correction

Explainable Persian grammar-correction tool for He-Kasra errors using normalization, POS/lexical signals, embeddings, and rule voting/veto.

Completed academic NLP prototypeSpring 2023
AI · Research

Aspect-Based Persian Movie Review Sentiment Analysis

Transformer/BERT-based academic prototype that returns separate seven-level sentiment labels for eight aspects of Persian movie reviews.

Completed academic Transformer prototypeSpring 2023
Data · Research

Ganjoor Comment Mining & Analysis

Scrapy-based Persian text-mining pipeline that collected structured comments and metadata from selected Ganjoor poetry pages for exploratory NLP analysis.

Completed exploratory academic pipelineSpring 2023
AI · Data

M.Sc. Thesis — Drug–Target Binding Affinity Prediction

Sharif University M.Sc. research combining deep feature extraction and similarity descriptors with CatBoost/gradient-boosting regression for drug–target binding-affinity prediction.

~10% average improvement reported in thesis

Completed M.Sc. thesisSep 2024
Product · Technical

Sika Travel — Academic Shared Intercity Travel Prototype

Individual Flutter/Django academic prototype for connecting drivers and passengers on planned intercity trips with shared travel cost.

Completed academic prototypeSep 2021
Product · Technical

Divar Property Visit Scheduling Hackathon Prototype

Four-person hackathon concept for coordinating property-visit availability directly around a classifieds listing journey.

Completed hackathon prototype~2023