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Ahmad BilalAB
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Ahmad Bilal

@ahmadbilal3

Product Design Engineer at Articos who took an auditable AI user-research platform from 0 to 1, validated across 46 studies.

Pakistan
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What I'm looking for

A senior product design or design engineer seat on an AI-native, data-dense product, where one person owns the front end from research to shipped code. I work in Figma and in TypeScript/React with Claude Code daily, and I care most about how AI output should look when it’s uncertain. Remote from Pakistan (UTC+5), contractor or EOR, 3+ hours of US or EU overlap.

I’m a product designer who builds what I design, from research and visual design through to production code. Seven years in product design, four of them building with AI tools.

At Articos, a Disrupt Labs product, I’m the founding product designer and lead researcher. I took it from first prototype to a live product that grew about 10x in active users in six months. I designed and coded the product and its design system, about 119K lines of TypeScript/React with 1,669 passing tests, and architected the 8-stage LLM report engine behind it: 4.4x the F1 of plain prompting, 42% theme precision against 6.7%. Every claim in a report links to its source. The method is in a paper under peer review.

At Paira, a Detroit double-dating app, I’m the forward deployed full stack design engineer: React Native app, partner portal and Supabase backend, shipping photo moderation, push campaigns and the Android release.

Before that, Principal Product Designer at AutoLeap, repair-shop SaaS for 500+ shops: +20% ACV, +15 NPS, -23% churn. Earlier: Careem’s support tools for 3,200 agents, Strategyn’s JTBD curriculum, EY on Saudi Vision 2030. I also publish research: an IEEE ICICS 2024 paper on Pakistan Sign Language translation and a medRxiv audit of tuberculosis chest X-ray benchmarks.

Remote, worldwide, UTC+5. Portfolio: ahmad.design

Experience

Work history, roles, and key accomplishments

PA
Current

Forward Deployed Full Stack Design Engineer

Paira

Sep 2026 - Present (1 month)

Paira is a double-dating app: singles meet in groups of four at partner venues around the city. I work across the mobile app, the partner portal and the database, and I ship features end to end.

What I've built so far:
- Photo moderation on Amazon Rekognition, designed so that only a real policy violation can remove a photo. Timeouts and errors on our side never do.
- Admin push campaigns, from t

AR
Current

Founding Product Designer & Lead Researcher

Articos

Oct 2025 - Present (1 year)

Articos is an AI user-research platform built on one rule: no finding ships without evidence behind it.

I own the research and the design. I wrote the architecture (Grounded Simulation, published on SSRN), designed every surface of the product, and shipped it in production code. The eval harness is the part I'm
proudest of. Every claim the system makes traces back to a source, carries a confidenc

DI

Principal Product Designer

Disrupt.com

Oct 2025 - Aug 2026 (10 months)

Led R&D on Articos, an AI-simulated user-research platform for founders, researchers & marketers.
-Designed and coded the end-to-end prototype, architected the harness using 100+ substages, and shipped it as a live deployed app with a 1500+ commit handover and 1,669 passing tests.
-Engineered AI persona generation with cross-model routing, safety guardrails, eval harness and durable audit journals

AutoLeap logoAU

Principal Product Designer

May 2023 - Nov 2025 (2 years 6 months)

-Partnered with the VP of Product to drive enterprise adoption across 500+ Canadian repair shops.
-Grew ACV +20% with an AI-powered Digital Vehicle Inspection upsell experience.
-Lifted NPS +15 pts and cut churn 23% through systematic VOC research and rapid iteration.

HY

Head of Product Design

Hyphenn

Nov 2021 - May 2025 (3 years 6 months)

Researching and Reimagining Education Services:
-Conducting in-depth market and user research to identify pain points and opportunities within the education sector.
-Developing and implementing new strategies to modernize educational services, focusing on digital transformation and e-learning solutions.

Launching New Campaigns:
-Designing and running marketing campaigns aimed at promoting moderni

RI

Founding Design Engineer

Refined Implementation

May 2022 - May 2023 (1 year)

Refined Path is an instructional-coaching platform that helps US K-12 school districts turn daily coaching into system-wide improvement.
- Solo-built the full front end in about 5 months (~44K lines of code), which the client's engineering team then productionized.
- Built the design system (14-level type scale, tokens) and 5 GPT-4o coaching-analysis features.
- Built teacher-observation features,

Strategyn logoST

Instructional Designer

Sep 2021 - May 2022 (8 months)

Developing Engaging Curriculum:
Designing courses grounded in JTBD theory, focusing on understanding customers' jobs-to-be-done to create market-leading products and services.

Cross-functional Collaboration:
Collaborating with product planners, strategists, and other teams to align organizational efforts towards a shared understanding of customer needs and value creation.

Creating Documentatio

TH

User Experience Consultant

thriftify

Apr 2021 - Sep 2021 (5 months)

As a UX Designer at Thriftify, I led efforts to improve the e-commerce platform's functionality and user experience. I managed Google Analytics and Klavio to increase campaign revenue by 130%, and explored the use of AI in the product upload process to reduce upload times. I also represented the team in Google's Adopt a Startup program and shared detailed UX processes, resulting in a first place w

VentureDive logoVE

Senior User Experience Designer

Jan 2021 - Apr 2021 (3 months)

As a senior UX designer at VentureDive, I have had the opportunity to work with a diverse range of clients across various industries. I have used my expertise to facilitate design sprints, helping clients to clarify their ideas and turn them into viable solutions that can be brought to market. In addition to working on these projects, I have also taken the time to mentor junior designers, providin

Careem logoCA

Senior Product Designer

Dec 2020 - Apr 2021 (4 months)

Careem's customer relationship management (CRM) system. I worked closely with the product team to set up experience metrics to continuously measure the usability and learnability of the system. I managed and documented the insights gathered through various research methods, including surveys, interviews, and expert interviews. In addition, I utilized Tableau and Rstudio for data visualization and

VentureDive logoVE

User Experience Designer

May 2019 - Dec 2020 (1 year 7 months)

As a Midweight UX Designer at VentureDive, I had the opportunity to take on a mentorship role within the company by participating and facilitating Google design sprints. In these sprints, I educated my colleagues on the importance of problem-solving by applying to various projects and challenges within the company. In addition to my mentorship role, I also participated in regular feedback and crit

EY Analytics (Asia-Pacific) logoEA

User Experience Consultant

Feb 2020 - Jul 2020 (5 months)

As a User Experience Consultant at Ernst & Young, I had the opportunity to work on the GovX 2030 project where I was responsible for conducting in-depth research to understand the pain points of citizens in Saudi Arabia when using government services. To gather this information, I conducted interviews, surveys, and workshops and analyzed user behavior and market demographics. Using this research,

Education

Degrees, certifications, and relevant coursework

Massachusetts Institute of Technology logoMT

Massachusetts Institute of Technology

MITx MicroMasters (in progress), Data, Economics, and Design of Policy: International Development

2022 -

I am currently enrolled in MIT's MicroMasters program in Data, Economics, and Development Policy, where I am learning how to use practical skills and theoretical knowledge to tackle some of the world's most pressing challenges facing developing countries and the poor. I am gaining a strong foundation in microeconomics, development economics, and probability and statistics, while also engaging with

The Interaction Design Foundation logoTF

The Interaction Design Foundation

Psychology of Interaction Design

2018 - 2019

Another important aspect of the course was learning about the psychological factors that can influence user satisfaction and loyalty. I learned about the role of usability, aesthetics, and emotional design in creating positive user experiences, and I gained valuable insights into how to design products that are both functional and aesthetically pleasing. I also learned how to use customer journey

ID

IDEO

DESIGN KIT: THE COURSE FOR HUMAN-CENTERED DESIGN

Mar 2019

ID

IDEO

DESIGN KIT: PROTOTYPING

Dec 2018

II

Interaction Design Foundation (IDF)

Data Visualization

Dec 2018

II

Interaction Design Foundation (IDF)

Design Thinking

Nov 2018

II

Interaction Design Foundation (IDF)

Human Computer Interaction

Sep 2018

II

Interaction Design Foundation (IDF)

Certificate of Membership

Aug 2018

UB

Udacity Brasil

Intro to The Design of Everyday Things

Jul 2018

UD

Udemy

UI Design with Photoshop - From Beginner to Expert

Mar 2018

UD

Udemy

The Ultimate Web Designing Course

Jan 2018

IO

IELTS Official

IELTS

Aug 2018 · Expired Jul 2020

UU

University of Management and Technology - UMT

Bachelor of Science - BS, Computer Software Engineering

2012 - 2017

For my Final Year Project, I focused on a pressing issue that affects many members of my community - the challenges faced by the deaf community of Pakistan. I conducted extensive research to better understand these challenges and to identify potential solutions. Ultimately, I developed a software-based sign interpreting system that would help to bridge the communication gap between the hearing imp

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