Business context first
Every case study starts with the workflow, operational constraint, and outcome—not only the technology stack.
Selected product and engineering work
Work that turns complex systems into practical products.
Explore how GoMax AutoGeneration approaches e-commerce mobile delivery, GPS and VTS products, Lovable-to-native apps, mobile performance, and real-time backend architecture.
5Selected studies
Full stackDelivery depth
GlobalClient work
selected-work.system
engineering evidence
Challenge → architecture → product outcome
01
Discover
02
Engineer
03
Evolve
01
Mobile02
Web03
Backend04
Real-time05
Data06
Delivery→ global clients→ native delivery→ NDA safe full-stack delivery
NDA-safe evidence
We protect confidential client information while still showing the architecture, delivery thinking, and engineering value.
Engineering depth
Mobile, web, backend, real-time data, deployment, store release, and long-term support are presented as one connected product system.
Selected work
Proven delivery across native mobile, GPS, commerce, and backend systems.
These examples focus on completed or production-ready work. Client identities and sensitive product details remain private where commercial confidentiality applies.
E-commerce Web to Native Mobile App
LIVE WEB
01
Store-ready deliveryConfidential Australian client
E-commerce Web to Native Mobile App
Challenge
Turn an existing commerce experience into store-ready mobile apps while preserving the live business system, improving native behavior, and meeting Apple and Google requirements.
Solution
Delivered Android and iOS applications with native permissions, push-ready architecture, deep links, app lifecycle handling, account controls, store assets, TestFlight, and submission support.
Engineering impact
Faster mobile-market entry without duplicating the commerce backend
- One live commerce system extended to Android and iOS
- Native app lifecycle, permissions, links, and store compliance
- A repeatable update path for future web and mobile changes
CapacitoriOSAndroidPushDeep LinksStore Release
GPS & VTS Operations Platform
live fleet
5,000+
PlaybackAlerts
02
Live productProduction fleet visibility ecosystem
GPS & VTS Operations Platform
Challenge
Deliver dependable live vehicle visibility across web and mobile while keeping playback, alerts, documents, users, and operational workflows usable as the fleet grows.
Solution
A complete tracking ecosystem with live maps, route history, playback, driver and vehicle workflows, alerts, document monitoring, provider integrations, dashboards, and mobile access.
Engineering impact
Production visibility across web, mobile, devices, and operations
- Live tracking, playback, route history, and fleet supervision
- Operational web portal plus Android and iOS mobile experience
- Scalable service design for thousands of active vehicles and users
FlutterNext.jsFastAPIMapsWebSocketsPostgreSQL
Lovable AI Web App to Native Mobile App
01
Lovable app
02
Native layer
03
Store review
04
Release
One repeatable delivery path for Android and iOS
03
Android & iOS deliveryMultiple confidential global clients
Lovable AI Web App to Native Mobile App
Challenge
Clients had working Lovable AI web products but needed dependable Android and iOS apps, native capabilities, store readiness, and a clear long-term update model.
Solution
Built a structured conversion and release workflow covering code review, native wrappers, permissions, authentication constraints, push planning, app links, testing, store compliance, TestFlight, Play testing, and ongoing support.
Engineering impact
A repeatable path from AI-built web product to native mobile distribution
- Lovable products converted into maintainable Android and iOS distributions
- Native permissions, links, lifecycle handling, testing, and store submission support
- A clear update path for live web changes and native release changes
LovableCapacitorSupabaseiOSAndroidApp Stores
GPS Mobile Performance Engineering
performance
Marker updates92%
Map camera88%
History route95%
04
Performance improvementConfidential international tracking client
GPS Mobile Performance Engineering
Challenge
A vehicle-tracking app needed smoother map interaction, faster marker updates, clearer live-tracking behavior, and more reliable history visualization as vehicle counts increased.
Solution
Refactored marker rendering and update control, improved camera and tracking behavior, unified information bubbles, optimized address loading, and strengthened history presentation.
Engineering impact
A faster, more stable tracking experience without rebuilding the product
- Smoother map behavior with large vehicle sets
- Reduced unnecessary marker and camera work
- Clearer live tracking, history, and vehicle information experience
FlutterGoogle MapsBLoCDioPolylinesPerformance
High-Volume GPS Data Ingestion Architecture
Provider A
Provider B
Provider C
ingestion.pipeline
validatequeueroute
Last status
History
Metrics
05
Scalable system designReal-time backend and data engineering
High-Volume GPS Data Ingestion Architecture
Challenge
Receive frequent location and heartbeat packets from many providers while separating current status from history, preserving auditability, and keeping operational queries fast.
Solution
Designed provider-facing batch ingestion, validation, current-status and history flows, queue-based processing, operational metrics, and storage responsibilities across transactional and analytical systems.
Engineering impact
A backend foundation designed for continuous real-time growth
- Clear location, heartbeat, last-status, and history processing rules
- Batch-ready provider integration and validation model
- Separated operational entities from high-volume telemetry storage
FastAPIKafkaPostgreSQLClickHouseBatch APIsTelemetry
Need references for a similar technical challenge?
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