Looking for a job

Iman A

@imana

Message

Product Manager at Instacart who shipped ML and catalog products, then built and sold a generative AI product solo.

Jordan

Message

What I'm looking for

I'm strongest in AI/ML and MLOps, and have a real interest in Application Management and Cloud.

At Instacart, I wrote product requirements and worked with Product, Design, Engineering, and ML from problem definition through launch. I led delivery for Product Variants, spanning about 52% of company GMV, and designed LLM pipelines with evaluation frameworks and human-in-the-loop QA.

I then took Swoot, a generative AI product photography product, from concept to paying user on an open-source stack. I handled its positioning, prompt architecture, evaluation, pricing, and payments; at TheChefz, I build agentic AI workflows and data dashboards for operational teams.

Experience

Work history, roles, and key accomplishments

Current

Data Analyst

Current

TheChefz

Jun 2026 - Present (4 months)

Build agentic AI workflows and dashboards for operational teams. Developed a competitive intelligence platform in Amazon Redshift and Metabase, and mapped the end-to-end funnel for the Unavailable-Items replacement feature.

AI Workflows Amazon Redshift Metabase Data Analysis Dashboarding Competitive Intelligence Funnel Analysis

Founder

Swoot

Dec 2025 - Apr 2026 (4 months)

Conceived and built a generative AI product photography tool from problem definition to paying users, handling both technical development and commercial aspects including pricing and payments.

Generative AI Product Development Prompt Architecture Evaluation Pricing Payments React Vite PostgreSQL Supabase Python Claude Gemini Cursor

Enrichment Operations Analyst II

Instacart

Apr 2024 - Aug 2025 (1 year 4 months)

Wrote PRDs and requirements for catalog and ML features, led delivery for Product Variants, and designed LLM pipelines with evaluation frameworks. Managed external data providers and BPOs, setting quality standards and SLAs.

PRD Writing Requirements Gathering LLM Training Pipelines Prompt Iteration and Structured Instructions Evaluation Frameworks Human In The Loop QA Catalog Management Vendor Management SLA Management Cross functional Leadership

Content Catalog Analyst I

Instacart

Jul 2021 - Apr 2024 (2 years 9 months)

Specified and shipped an internal tool with Engineering, ran Search Filters across major retailers, and defined data requirements for content partner integrations. Facilitated cross-team sessions and led a team of catalog administrators.

Catalog Management Search and Filtering Requirements Gathering Cross Functional Collaboration Training Documentation

Catalog Content Administrator

Instacart

Feb 2021 - Jul 2021 (5 months)

Performed high-volume audit of customer-facing listings and contributed to Brand Normalization and Image Improvement initiatives.

Data Auditing Catalog Management Brand Normalization Image Improvement

Founder

GUTZI & LEFÈ

Built two consumer brands from concept, including product development, formulation, sourcing, manufacturing, identity, pricing, and launch preparation.

Product Development Branding Sourcing Manufacturing Pricing Launch Strategy

Education

Degrees, certifications, and relevant coursework

Toronto Metropolitan University

Bachelor of Commerce, Business Technology Management

2016 - 2020

Activities and societies: Dean's List

Bachelor of Commerce in Business Technology Management, with coursework in computer architecture, application development, databases, and systems analysis. Named to the Dean's List.