Django / DRF or FastAPI · React / Next.js · PostgreSQL

• /Architecture and data model designed up front — in writing, before code
• /Tested backend with documented REST APIs
• /Responsive frontend, accessible and fast
• /CI pipeline, staging environment, and rollback plan

Best for: dashboards, SaaS products, internal tools, customer portals.

RAG pipelines · AI agents · Chatbots · Vector DBs

• /Honest feasibility call first — we tell you where AI helps and where it doesn't
• /Retrieval pipelines with evaluation, not vibes
• /Guardrails: input validation, output filtering, cost controls, rate limits
• /Monitoring for hallucinations, drift, and runaway bills

Best for: support copilots, document search, workflow automation with a human in the loop.

Scrapy · Playwright / Selenium · Proxies · Pipelines

• /Resilient spiders with retry, rotation, and change detection
• /Normalized data feeds into your database or API
• /Monitoring so silent breakage gets caught — not discovered by accident
• /Documentation a human can actually maintain

Best for: inventory feeds, price monitoring, lead pipelines, data collection at scale.

REST · Webhooks · Third-party APIs

• /APIs with contracts, versioning, and real documentation
• /Third-party integrations with proper error handling and retries
• /Auth done correctly — no secrets in client bundles
• /Postman/OpenAPI specs included

Best for: connecting systems, exposing your data safely, webhook infrastructure.

Full-stack · Lean scope · Launch-ready

• /Ruthlessly scoped v1 — the smallest thing that proves the idea
• /Production-grade foundations, not a prototype you'll throw away
• /Analytics and error tracking from day one
• /A roadmap for v2 based on real usage, not guesses

Best for: founders who want to launch something real without building technical debt.