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From zero to production: a modern Web + SaaS + AI stack you can ship fast

1) Architecture you won’t regret

  • SSR front-end for fast TTFB and crawlable content (excellent for landing pages and onboarding). Angular Universal is a solid choice; see Angular development.
  • API layer in Node.js/Express with clean adapters and a separate worker for async jobs; see Node.js backend.
  • DB (PostgreSQL) + cache (Redis) + queue (BullMQ).
  • AI as a single, useful capability first: e.g., text summarization, classification, or a retrieval-augmented suggestion.

If your product naturally touches sales, support, or operations, don’t reinvent the wheel—shape it like ERP/CRM development modules so it scales with your org.


2) Minimal SSR + routing meta (quick win for SEO)

# Angular example
ng add @nguniversal/express-engine
npm run dev:ssr
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Add route-level title and description (and JSON-LD if you can). SSR is a multiplier for early organic traffic—pair it with SEO/SEA strategy to validate keywords fast.


3) A small, clean Node API

// api/app.ts
import express from 'express';
import cors from 'cors';

const app = express();
app.use(cors({ origin: [/localhost/], credentials: true }));
app.use(express.json());

app.get('/health', (_, res) => res.json({ ok: true }));
app.listen(3000);
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Start with one domain model (e.g., Project), one happy path, and logs/metrics from day one. Keep AI in its own service so you can iterate independently.


4) First AI feature (useful > flashy)

Pick something unambiguous and measurable:

  • Summarize long inputs (tickets, notes, briefs).
  • Classify content (priority, category, sentiment).
  • Suggest better titles/descriptions from context (RAG).

Pseudo-service interface:

// services/ai.ts
export interface AiPort {
  summarize(input: string): Promise<string>;
  classify(input: string): Promise<{ label: string; score: number }>;
}
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Wire it behind a feature flag. Track usage and outcomes (e.g., how often suggestions are accepted). This is how AI integration pays back quickly.


5) Data, auth, and billing (week-2 priorities)

  • Auth: cookie-based session or JWT (HttpOnly), plus rate limiting.
  • Billing: start simple with Stripe Billing and dunning.
  • RBAC: two roles (admin/user) cover most MVPs.
  • Exports/audit log: lightweight CSV and append-only events.

If your product grows into internal workflows, consider evolving toward web application development patterns or dedicated ERP/CRM modules.


6) Ship checklist (copy/paste)

  • [ ] SSR landing & onboarding indexed; unique titles/descriptions.
  • [ ] SLOs & alerting: uptime, error rate, p95 latency.
  • [ ] Security headers (CSP later), input validation, backups tested.
  • [ ] Logs with correlation IDs; basic dashboards.
  • [ ] Feature flags and a fast rollback.
  • [ ] A tiny lifecycle email set (welcome, trial expiring).
  • [ ] A content plan tied to your keywords—start with 3 posts; see blog-style resources and real-world case studies for inspiration.

Where to go from here

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