AI MVP Development

Full-Stack SaaS Development

AI is a feature. A business needs a product — auth, billing, admin, and infrastructure that survive real customers.

Full-stack SaaS development is everything an AI feature needs to become a sellable product: the frontend users touch, the backend that runs the business logic, authentication and role-based access, subscription billing, the admin panel your team operates from, and cloud infrastructure that deploys on every commit.

This is where MVPs live or die. The AI demo takes weeks; the product takes discipline — password resets that work, invoices that reconcile, permissions that hold under audit, and a codebase a future hire can read. We build the whole system as one coherent architecture, which is why our MVPs don't get rebuilt at traction.

The doorlist.ai platform is this service in production: AI property matching wrapped in a full product — secure backend, admin dashboard, and cloud deployment — shipped as a single engagement.

Full-stack SaaS development covers the complete product around AI features: frontend and backend engineering, UI/UX design, payment integration with subscription billing, admin dashboards, role-based access control, and cloud deployment. ORVINUS ships complete AI SaaS products in 4 to 8 weeks with full client ownership.

Capability 01

Full-Stack Application Engineering

We build the complete application: Next.js and React frontends, Python or Node backends, PostgreSQL data models designed for the queries your product actually makes, and API layers documented well enough for your future team or partners. AI features plug into this foundation as first-class citizens, not bolt-ons.

Architecture decisions are made for the company you're becoming, not just the demo you need: multi-tenancy from the start where it's plausible you'll sell to teams, background job infrastructure for the work that shouldn't block a request, and test coverage on the paths where bugs cost money.

Next.js/React frontend with a component system your team can extend
FastAPI or Node.js backend with typed, documented APIs
PostgreSQL schema design with migrations and seed tooling
Multi-tenant architecture where team plans are on the roadmap
Background jobs, queues, and webhooks for async work
Test coverage focused on revenue-critical paths
Capability 02

UI/UX Design & Frontend Engineering

Product design and frontend engineering happen together here: interface design grounded in the workflow your users actually run, then built as responsive, accessible, fast frontends. AI features get the UX they need to be trusted — streaming feedback, visible sources, undo, and clear loading states instead of mystery spinners.

The design language stays consistent from marketing site to app to admin panel, and performance is treated as a feature: fast first loads, optimistic updates, and interfaces that stay responsive while models think.

Interface design mapped to real user workflows, not template screens
Responsive, accessible frontends (keyboard, contrast, screen readers)
AI-specific UX: streaming output, citations, review-before-commit
Design system shared across product, admin, and marketing surfaces
Performance budgets — fast loads and responsive interactions under load
Capability 03

Payments & Admin Dashboards

Billing is wired for the business model, not just the checkout: subscriptions with trials and plan changes, usage-based metering for AI features, invoicing, dunning for failed payments, and revenue reporting that reconciles. Stripe or Razorpay, integrated with webhooks handled correctly — the part most tutorials skip.

The admin dashboard gives your team command of the product: customer accounts, usage and billing state, feature flags, content management, and the operational views support needs to resolve issues without engineering.

Subscription billing with trials, upgrades, and cancellation flows
Usage-based metering for AI feature consumption
Webhook-correct payment handling with dunning and reconciliation
Admin panel: accounts, usage, billing, flags, and support tooling
Revenue and usage reporting your accountant and investors accept
Capability 04

Role-Based Access & Cloud Deployment

Access control is designed as a model, not a patchwork of if-statements: roles and permissions that map to how your customers' organizations actually work — owners, admins, members, read-only — enforced consistently across UI, API, and data layers, with an audit trail behind it.

Deployment is cloud-native from the first week: containerized services, CI/CD that tests and ships on every commit, staging environments, managed databases with backups, TLS and security headers, and monitoring with alerts — the same reliability standard as our 99.9%-uptime infrastructure work.

Role and permission model enforced across UI, API, and database
SSO-ready authentication with session and token security
Audit logs for sensitive actions
Dockerized deployment with CI/CD, staging, and rollbacks
Managed cloud infrastructure (AWS/GCP/Vercel) with backups and TLS
Monitoring, alerting, and error tracking wired before launch
Stack

Built With

The technologies we reach for on this work — and why we use each one.

Next.jsReactTypeScriptFastAPIPostgreSQLSupabaseDockerAWSVercel
Deliverables

What You Get

Complete SaaS product

Frontend, backend, database, and AI features as one coherent, documented codebase you own.

Billing & admin layer

Subscriptions, usage metering, and the admin dashboard your team operates the business from.

Security & access model

Authentication, role-based permissions, and audit logging enforced at every layer.

Production infrastructure

CI/CD, staging, monitoring, and cloud deployment — live and observable from day one.

FAQ

Common Questions

How long does a full SaaS MVP take?

Typically 4–8 weeks from discovery to a deployed product, depending on scope. That includes the AI features, billing, admin, access control, and cloud infrastructure — the definition of done is 'sellable', not 'demoable'.

Which payment providers do you integrate?

Stripe for global products and Razorpay where Indian payment rails matter, including subscriptions, usage-based billing, and webhook-driven reconciliation. The billing model is designed around your pricing, not the other way around.

Do we own the codebase and infrastructure?

Entirely. Code, infrastructure, and documentation transfer to you on completion — built on mainstream technologies (Next.js, Python, PostgreSQL) so any competent team can take it forward. Retainer support afterward is optional, never required.

Can you extend an existing product instead of building new?

Yes. We regularly add AI features, billing systems, or admin tooling to existing codebases — discovery includes an architecture review so additions fit your current system rather than fighting it.

READY TO BUILD?

Ready for Full-Stack SaaS?

Free discovery call — we scope the work, name the trade-offs, and respond within 24 hours.