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AKAmit Khairnar
Lead Developer & Mobile Architect

GrowStitch Platform

Multi-tenant boutique management platform (iOS, Android & Web) featuring AI voice measurement capture, Medusa marketplace, and AI-DLC.

FlutterFlutter WebDartClean ArchitectureAI-DLCClaude DesignMedusaHasura GraphQLPatrolMaestro
GrowStitch Platform featured mockup

Overview

GrowStitch is an enterprise multi-tenant boutique-management platform operating across iOS, Android, and Web, trusted by fashion studios and tailors across India. Designed and architected from scratch with Clean Architecture, it powers end-to-end order processing, AI voice-based measurement capture, billing, digital payments, production tracking, an integrated in-app marketplace with 1,000+ tailoring supplies, and a companion Flutter Web portal for revenue analytics.

The Problem

Traditional tailoring and boutique businesses struggle with manual measurement errors, disconnected supplier channels, and sluggish software on budget Android hardware. Meanwhile, maintaining distinct web back-offices and mobile apps typically strains engineering resources and slows release cadences.

AI-Driven Development Life Cycle (AI-DLC) & Autonomous Agents

GrowStitch was accelerated through an AI-Driven Development Life Cycle (AI-DLC) — a software engineering methodology where artificial intelligence acts as the primary driver of planning, coding, and deployment while human engineers guide and validate the work:

  • Context-Aware UI/UX Design with Claude Design: Orchestrated the end-to-end frontend UI and UX architecture using Claude Design. By feeding comprehensive multi-tenant requirements, user journeys, and domain specifications into AI design workflows, planned and synthesized complete component hierarchies, responsive interaction paradigms, and design tokens that seamlessly mapped directly into Flutter widgets.
  • AI Voice-Based Measurement Capture: Integrated an AI-powered voice capture engine allowing tailors to dictate complex customer body measurements hands-free during fittings, automatically parsing spoken dimensions into structured digital profiles.
  • AI-Driven Planning & Scaffolded Admin Panels: Deployed autonomous AI agents to plan architecture, scaffold, and generate the companion Flutter Web admin portal and back-office management dashboards, cutting manual turnaround time by over 70%.
  • AI-Generated Test Automation: Leveraged AI agents to drive test creation, writing comprehensive unit, widget, and integration test suites that achieved and sustained 85%+ automated test coverage.
  • Intelligent Automated Code Reviews: Embedded continuous AI code reviews into daily PR workflows to enforce Clean Architecture boundaries, detect edge-case nullability bugs, and guarantee code consistency before human sign-off.
  • Nightly Scheduled AI Security Audits (Cron Jobs): Configured automated security code scans scheduled as night-time cron jobs. The AI security pipelines execute overnight against the entire repository, auditing code patterns, dependency graphs, and data flows, and delivering actionable improvement digests ready each morning.

Architectural Approach & Engineering Innovations

  • In-App Medusa Marketplace: Engineered an integrated B2B supply marketplace powered by Medusa, cataloging 1,000+ tailoring products, haberdashery, and raw materials with direct payment gateways.
  • Companion Flutter Web Portal: Architected a dedicated web application for studio owners, handling high-volume order dispatches, inventory management, and real-time revenue analytics.
  • Clean Architecture & Separation of Concerns: Partitioned into Domain, Data, and Presentation layers, enabling isolated unit testing and modular package extraction.
  • Hasura GraphQL Integration: Built responsive offline caching and optimized GraphQL queries to process over 1,000+ daily catalog transactions with minimal latency.
  • Efficiency Optimization: Engineered for ultra-low memory footprints and minimal battery consumption, ensuring flawless 60fps operation on low-end and flagship devices alike.
  • Automated Delivery Pipelines with Patrol & Maestro: Streamlined delivery pipelines with Patrol and Maestro for zero-downtime weekly production releases.

Key Outcomes

  • Successfully designed, architected, and launched on both the App Store and Google Play in under a year.
  • Cut turnover times significantly through AI-DLC agent-based development workflows and Claude Design UI planning.
  • Deployed an in-app marketplace with 1,000+ tailoring products adopted by boutiques across India.
  • Maintained 99.9% crash-free sessions across 100K+ users with minimal battery and memory overhead.