Technical Product Manager — B2B Platforms & Analytics
I help teams turn complex measurement and integration needs into clear product requirements, priorities and usable analytics. My work connects discovery, API/SDK collaboration and delivery.

Selected product decisions and outcomes.
B2B measurement, launch and monetization, and enterprise delivery — focused on the decisions, constraints, and evidence behind the work.
WiseTrack — B2B Mobile Measurement & Analytics
Contributed to a B2B measurement platform through product specifications, API/SDK collaboration, pilot validation and initial commercial adoption.
B2B measurement · analytics specifications · API/SDK collaboration
Sepas — From Prolonged Pre-launch to Public Release
Supported a consumer product from pre-launch preparation to public release, with launch readiness, event taxonomy and funnel measurement.
Public launch · event and funnel measurement · go-to-market
Houbad — Smart Ambulance MVP, Controlled Field Test & Technical Acceptance
Supported smart-ambulance MVP scoping, controlled testing and requirements-based technical acceptance. Official title: Researcher.
MVP scoping · controlled testing · technical acceptance
Pain · Proof · Investment.
A lightweight decision model for deciding what deserves further product and technical investment.
- 01
Pain
Understand the customer problem before choosing the feature or technology.
- 02
Proof
Ship the smallest credible solution that creates trustworthy behavioral or commercial evidence.
- 03
Investment
Use the evidence — including failed attempts — to justify deeper product or technical investment.
Two guardrails: failed attempts count as evidence, and claims stay within what was actually observed.
Technical depth in support of product judgment.
Selected AI, automation, and data work demonstrates implementation depth and feasibility judgment; the professional product cases above remain the primary portfolio.
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.
Two-person team · AI-guided learning · competition prototype
MohlatBan / مهلتبان — Job Deadline Notifications
Previously operated as IranArze: Telegram automation for opportunity extraction, Jalali deadline calculation, daily digests and urgent reminders. Development has resumed as MohlatBan; current service availability is not asserted.
Independent project · deadline logic · reliable notifications
Product judgment, made explicit.
Notes grounded in real cases, written to make the reasoning behind product decisions easier to inspect.
View all writingPilot Is Not Traction
Why pilot/onboarding evidence should remain distinct from paid adoption.
Data Semantics Is Product Design
Why metric meaning, attribution, and reporting definitions are part of the product.
Shipping as a Learning Strategy
How release and instrumentation can replace prolonged assumptions with behavioral evidence.
Let’s discuss product opportunities.
Based in Iran; interested in local and remote product roles with English-speaking teams. Review my work or resume, then get in touch.