Proof of Work: From Uncertainty to Outcomes

Selected work showing how I frame ambiguous problems, connect product and risk, and turn direction into systems people can use.

H2Learn — From Ecosystem Ambiguity to an Initiative-Centered Product

Product ManagementSolution ArchitectureEcosystem DiscoveryHuman-in-the-LoopAI-Native Product
H2Learn ecosystem map and prototype visualization

Objective

Make knowledge, initiatives, organizations, and collaboration opportunities easier to discover across the hydrogen learning ecosystem.

My Role

Product Manager & Solutions Architect. I shaped the product direction, scope, user journeys, information architecture, discovery logic, prototype, and the relationship between product decisions and the underlying system design.

Process

The project began with a broad and ambiguous ecosystem challenge. I translated it into a product model connecting initiatives, organizations, knowledge, needs, offers, bottlenecks, and collaboration signals. The early direction explored explainable knowledge matchmaking. Through prototype development and stakeholder review, the strongest need became clearer: begin with an initiative-centered map that allows users to discover initiatives, see their connected organizations, and understand ecosystem relationships.

Outcome & Impact

Produced a working, stakeholder-reviewed prototype and converted a broad challenge into a clearer initiative-centered product direction. The result demonstrates the product logic, geographic and network exploration, initiative–organization relationships, and governance considerations. This was a stakeholder-reviewed functional prototype, not a fully deployed production platform.

Reflection

Product ownership is not defending the first solution. It is creating enough clarity to test a direction—and changing that direction when evidence reveals a simpler and more valuable path.

Consumer Credit — Turning a Fragmented Process into One Product System

Consumer CreditEnd-to-End Product OwnershipCredit RiskOperationsProperty-Secured Finance
Visualization of consumer credit lifecycle

Organization

Maskan Investment Group (MIG)

Objective

Deliver a developer-financed, property-secured B2C credit product embedded in off-plan residential purchases within a business delivering approximately 1,400 units annually.

My Role

Product Manager for the end-to-end consumer-credit lifecycle. I coordinated execution across Credit Risk, Sales, Finance, Legal, Construction, Customer Service, and Collections.

Process

Connected customer onboarding, affordability, underwriting, pricing, contracts, down payment, construction milestones, initial funding, repayment observation, property handover, final allocation, collateral release, exceptions, and recovery. Translated credit policies into structured business rules, approval gates, decision rights, handoffs, and operational workflows.

Outcome & Impact

Reduced the project setup-to-initial-funding cycle from approximately six months to three weeks—an estimated 88% reduction—and contributed to an approximately 23% reduction in defaults among customers progressing to final unit allocation.

Reflection

Risk was not reduced by adding more isolated controls. It was reduced by making the complete lifecycle visible and redesigning how decisions, information, and accountability moved through the system.

FundReg — Building Trust into Financial-Market Infrastructure

Financial InfrastructureMutual FundsPost-TradeRegulatory SystemsProduct Management
Visualization of FundReg infrastructure

Organization

Central Securities Depository of Iran (CSDI)

Objective

Address fragmented mutual-fund ownership records across multiple software providers by contributing to a centralized national registry designed to improve integrity, transparency, oversight, and investor protection.

My Role

Product Manager for Post-Trade & Mutual Fund Registry Infrastructure. I worked across product requirements, system modeling, stakeholder coordination, regulatory considerations, operating logic, and implementation planning.

Process

Connected ownership records, registry requirements, validation logic, legal and supervisory needs, operational workflows, and the transition from fragmented records toward a coherent central model.

Outcome & Impact

Contributed to the design and delivery of FundReg, a national mutual-fund registry serving approximately two million investors.

Reflection

Trust in financial infrastructure is not created by a user interface. It is created by the relationships between records, controls, rules, governance, and accountable operations.

Airsheet — From Generic No-Code to AI-Native Nonprofit Operations

AI-Native ProductNonprofit OperationsProduct DiscoveryVenture BuildingHuman Review
Airsheet AI-native operations visual

Organization

Solofounders

Objective

Explore how AI could help nonprofit teams interpret organizational information, surface operational priorities, and move from scattered data toward reviewable action.

My Role

Founder & Product Lead, responsible for product direction, problem framing, user-value logic, prototype development, and pilot positioning.

Process

The initial concept began as a broad no-code platform. Product exploration revealed that generic flexibility weakened the value proposition. The direction shifted toward a more focused AI-native operations product for nonprofits, supported by a value-for-feedback pilot model.

Outcome & Impact

Established a more focused product hypothesis, clearer target context, and pilot-oriented direction. It remains an evolving product initiative rather than a proven scaled business.

Reflection

A pivot becomes valuable when it removes attractive but nonessential possibilities and brings the product closer to a specific problem worth solving.

Gader — Designing Technology That Moves into the Background

Local-First ProductSocial DiscoveryPWAAndroidAI-Native Product
Gader local-first social product visual

Organization

Solofounders

Objective

Create a local-first social product centered on small nearby activities, safer discovery, repeat encounters, and real human connection.

My Role

Founder & Product Lead, responsible for product concept, experience direction, product development, and the relationship between intelligent discovery and human interaction.

Process

Designed the experience around local micro-events and real-world participation. AI supports discovery and coordination in the background, while people, places, safety, and repeated interaction remain in the foreground.

Outcome & Impact

Developed a live product experience across PWA and Android.

Reflection

The most human AI products may be the ones in which intelligence creates better conditions for connection—and then becomes almost invisible.

© 2026 Ata Nasseri. All rights reserved.

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