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, durable background work, 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: SMTP Server & Email Delivery Platform
Review fit, outputs, and evidence →05 / Email infrastructure
SMTP & Email Delivery Infrastructure
Design and build controlled transactional and opt-in email delivery systems that connect product events to durable queues, verified sender domains, SMTP delivery, recipient diagnostics, and operational recovery.
Product lanes
Software products that support real operations
Lifecycle coverage
Discover → Handover & iterate
Likely outcomes
- Email use-case, consent, volume, and deliverability discovery
- Transactional email API, templates, idempotency, scheduling, and durable queues
- Sender-domain onboarding with SPF, DKIM, DMARC, PTR, and preflight checks
Evidence: SMTP Server & Email Delivery Platform
Review fit, outputs, and evidence →06 / 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 →