Each service makes the likely fit, delivery coverage, outputs, and supporting evidence visible. It is a starting boundary—not a fixed package.
01 / Product engineering
Software Product Engineering
Turn a validated problem into a dependable software product spanning experience, backend, data, integrations, deployment, and handover.
Product lanes
Software products that support real operations
Lifecycle coverage
Discover → Handover & iterate
Likely outcomes
- ✓Technical discovery and delivery roadmap
- ✓Responsive Next.js or React product interface
- ✓Authentication, roles, billing, and product workflows
Evidence: Reusable B2C Marketplace Platform
Review fit, outputs, and evidence →02 / AI commerce systems
AI Commerce Platform Engineering
Design and build controlled commerce platforms spanning supplier ingestion, international offers, AI-assisted operations, checkout, campaigns, and trustworthy analytics.
Product lanes
Software products that support real operations · AI that fits a measurable product workflow
Lifecycle coverage
Discover → Handover & iterate
Likely outcomes
- ✓Commerce workflow discovery and platform architecture
- ✓Supplier ingestion, normalization, review, and synchronization
- ✓Market-specific language, currency, pricing, and checkout flows
Evidence: AI Dropshipping Commerce Platform
Review fit, outputs, and evidence →03 / Applied AI
AI-Enabled Product Engineering & Automation
Practical AI features built around real workflows: LLM integration, RAG, semantic search, tool-using agents, and human-reviewed automation.
Product lanes
Software products that support real operations · AI that fits a measurable product workflow
Lifecycle coverage
Discover → Handover & iterate
Likely outcomes
- ✓AI use-case and data-readiness assessment
- ✓Provider-agnostic LLM integration
- ✓RAG, embeddings, vector search, and evaluation flows
Evidence: Local LLM Workflows
Review fit, outputs, and evidence →04 / Systems engineering
Backend, API & Realtime Product Systems
Maintainable APIs and data systems for products that need secure access, realtime updates, third-party integrations, and room to grow.
Product lanes
Software products that support real operations · AI that fits a measurable product workflow · Connected and IoT products that join device and software evidence
Lifecycle coverage
Scope & architecture → Handover & iterate
Likely outcomes
- ✓Domain and data-model design
- ✓REST, GraphQL, webhook, and WebSocket APIs
- ✓Authentication, authorization, and audit trails
Evidence: OTask orchestration platform
Review fit, outputs, and evidence →05 / Physical + digital
Connected/IoT Product Prototyping
Software-led prototypes connecting sensors, embedded controllers, realtime dashboards, and remote-control experiences.
Product lanes
Connected and IoT products that join device and software evidence
Lifecycle coverage
Discover → Handover & iterate
Likely outcomes
- ✓Prototype architecture and component plan
- ✓ESP32 or Raspberry Pi integration
- ✓Sensor, camera, motor, and communication workflows
Evidence: Underwater Monitoring R&D
Review fit, outputs, and evidence →