Ship an AI Feature in 3 Days You Can Defend in Your Interview Without Bluffing
For MERN developers in India

Ship an AI Feature in 3 Days You Can Defend in Your Interview Without Bluffing

Drop-in MERN code to build the AI feature interviewers ask about, with every line explained and the cross-questions answered. Read, understand, ship: Friday night to Sunday. Monday: a live demo link on Naukri.

Choose your kit3 kits from ₹349 · Backed by the Ship-It Guarantee
✓ No videos to sit through ✓ Works on the app you already have ✓ No LangChain, no new database
Your product mockup
Sound familiar?

Every JD wants "LLM integration experience". You've only built tutorial chatbots.

You're a capable MERN developer with 1–4 years at a startup or service company. But when it comes to AI, here's where you're stuck:

  • ✕
    Every job description now asks for "LLM / AI integration experience", and you have nothing real to show for it.
  • ✕
    Everything you've built is a tutorial chatbot or a clone, not a real AI feature inside a real app.
  • ✕
    In an interview, one cross-question about how your AI code actually works would expose the bluff.
  • ✕
    Tutorials skip the production parts companies care about: usage limits, cost caps, and guardrails against prompt injection and data leaks.
  • ✕
    You worry about leaking an API key, getting a surprise bill, and paying for LLM APIs from India in the first place.
The Retrofit Method

Ground → Stream → Guard → Cap → Defend

You don't need another clone or a 40-hour course. You need one real AI feature, built into the app you already have, that you understand well enough to defend line by line. The Retrofit Method gets you there in five layers, on plain LLM APIs and the MongoDB you already run. There's no LangChain and no new database to learn.

Ground makes the assistant answer only from your app's own MongoDB data, using Atlas Vector Search. Stream sends replies token by token into your existing React UI. Guard blocks off-topic questions, prompt injection, and one user seeing another user's data. Cap sets per-user usage limits and a hard monthly cost cap in ₹.

Defend is the layer tutorials never give you: a line-by-line understanding of everything you built, the resume bullet, and model answers to the cross-questions interviewers actually ask.

By Monday, your MERN app has a live AI assistant that answers from your own data, streams its replies, blocks misuse and caps every user's spend. So the next time a JD says "LLM integration experience", you apply first, with a live demo link, not a bluff.

Three ways in

Pick the kit that fits where you are

Already have a MERN project and just want the essentials? Start with Retrofit Core. Want everything you need to ship by Sunday, starter app and interview drill included? That's the Weekend Retrofit Kit, our most popular. Work in TypeScript or Next.js, or preparing for senior rounds? The Retrofit Pro Pack has it all.

What's inside

Everything you need to ship it by Sunday

Here's what's in the Weekend Retrofit Kit. No videos: you read, you understand, you ship, and every piece is built to save you time and remove guesswork.

✓

The Weekend Retrofit Playbook

Go from setup to a live AI feature in one weekend: Friday 45 minutes, Saturday about 3 hours, Sunday about 3 hours. There are 12 modules, each explained line by line, with "Interviewer will ask" and "If it breaks" in every one.

✓

The Retrofit Repo

Drop-in AI modules (embed and sync script, SSE route, streaming hook, guardrails, per-user limiter and ₹ cost cap) that slot into your app with 3 small edits. It includes a finished reference app with 30 automated tests, so you can see what "done" looks like.

✓

The Cross-Question Drill Book

Walk into the interview with model answers to 25 real AI questions, each linked to the exact file and line it's about. You defend your code instead of bluffing.

✓

Mini Shipment Dashboard starter app

Can't use your company's code? Start from this seeded MERN app, or retrofit your own project. Either way, you're building on a real app from minute one.

✓

The Indian-Card API Setup Guide

Start for ₹0 on free API tiers that need no card. When you need higher limits, it shows you how to pay for LLM APIs from India and what a weekend build really costs in ₹.

✓

Bill-Shock Shield

A pre-commit hook that blocks leaked API keys before they're committed, plus a spend-cap checklist, so a mistake never turns into a surprise bill.

The full stack

Everything in the Weekend Retrofit Kit

What you getValue
The Weekend Retrofit Playbook12 modules over 3 days, every line explained
₹699
The Retrofit RepoDrop-in AI modules plus a finished reference app with 30 tests
₹799
The Cross-Question Drill Book25 interview questions with model answers, linked to file and line
₹399
Mini Shipment Dashboard starter appA seeded MERN app if you can't use your company's code
₹299
The Indian-Card API Setup GuideStart for ₹0, pay from India when you need to
₹149
Bill-Shock ShieldBlocks leaked API keys, plus a spend-cap checklist
₹149
BonusThe Monday Naukri Update Kit10 honest resume bullets plus before/after Naukri and LinkedIn rewrites
₹299
BonusThe "I Shipped It" Post Swipe File5 LinkedIn and Instagram posts that announce your project, not a job hunt
₹149
Total real value₹2,942
Your price
₹599
Total value ₹2,942 → ₹599

One-time payment. Delivered right after checkout. Need TypeScript and Next.js, or just the core? Compare all 3 kits.

Choose your kit

Three kits. One weekend. Pick yours.

Every kit gets you a live AI feature by Sunday night, and every kit is backed by the Ship-It Guarantee.

Premium
The Retrofit Pro Pack

For TypeScript and Next.js developers, and anyone preparing for senior rounds.

₹1,499
Total value ₹4,937
  • ✓Everything in The Weekend Retrofit Kit
  • ✓TypeScript and Next.js versions: a finished app plus drop-in code for each
  • ✓2 extra starter apps: Job-Application Tracker and Expense Tracker
  • ✓The Interview Day Pack: 50 more questions (75 in all), a system-design walkthrough, 3 STAR stories and an interview-day checklist
  • ✓"Cut Your Bill by Half" chapter and code: caching, cheaper-model routing, provider fallback and an eval checklist, from 8.9 paise a question to about 3
  • ✓A Premium Guide to using all of it
Get the Pro Pack — ₹1,499
Most popular
Target
The Weekend Retrofit Kit

Everything you need to ship by Sunday, even if you can't use your company's code.

₹599
Total value ₹2,942 → ₹599
  • ✓The Weekend Retrofit Playbook: 12 modules, every line explained
  • ✓The Retrofit Repo (JavaScript), plus a finished reference app with 30 tests
  • ✓The Cross-Question Drill Book: 25 questions with model answers
  • ✓Mini Shipment Dashboard starter app
  • ✓The Indian-Card API Setup Guide
  • ✓Bill-Shock Shield
  • ✓Bonuses: Monday Naukri Update Kit and "I Shipped It" Swipe File
  • ✕Pro Pack extras
Get the Weekend Retrofit Kit — ₹599
Entry
Retrofit Core

For developers who already have a MERN project to build on.

₹349
Total value ₹1,796
  • ✓The Weekend Retrofit Playbook, with all explanations and interviewer questions
  • ✓The Retrofit Repo in JavaScript
  • ✓The Indian-Card API Setup Guide
  • ✓Bill-Shock Shield
  • ✕Starter app and finished reference app (bring your own project)
  • ✕The Cross-Question Drill Book
  • ✕Both bonuses
Get Retrofit Core — ₹349

One-time payment · Delivered right after checkout · Ship-It Guarantee on every kit

30DAY REFUND

The Ship-It Guarantee

Follow the playbook. If your AI feature isn't live by Sunday night, email [email protected] within 30 days for a full refund, and keep the kit. It applies to every tier. And there's no deadline once you've bought: client release ate your weekend? Start any weekend you want. It's yours forever.

Free bonuses

Ship on Sunday. Get noticed on Monday.

Included free with the Weekend Retrofit Kit and the Retrofit Pro Pack, so the feature you built actually shows up where recruiters look.

Bonus

The Monday Naukri Update Kit

10 honest resume bullets plus before/after Naukri and LinkedIn rewrites, so your profile shows the LLM integration experience you now really have.

Value: ₹299 — Yours free
Bonus

The "I Shipped It" Post Swipe File

5 LinkedIn and Instagram posts that announce what you built as a builder sharing a lesson, without broadcasting a job hunt.

Value: ₹149 — Yours free
Questions

Frequently asked questions

Which kit should I choose?+
Most developers pick The Weekend Retrofit Kit (₹599): the full core, the starter app, the Drill Book and both bonuses. Choose The Retrofit Pro Pack (₹1,499) if you work in TypeScript or Next.js, want a second demo app, or want to prepare for senior rounds with the Interview Day Pack and the "Cut Your Bill by Half" chapter. Choose Retrofit Core (₹349) if you already have a MERN project and just want the Playbook and the code.
I can't use my company's code. What do I build on?+
The Weekend Retrofit Kit and the Pro Pack include the Mini Shipment Dashboard, a seeded MERN starter app you can retrofit from Friday night. The Pro Pack adds two more: a Job-Application Tracker and an Expense Tracker. If you have your own project, you can use that instead, and Retrofit Core is built for exactly that.
Why pay when YouTube and cohorts exist?+
Because you retrofit the app you already have instead of building yet another clone. You get the production controls tutorials skip: limits, cost caps and guardrails. And every line comes with an explanation and the questions interviewers ask, so you finish with a story you can defend. No videos to sit through.
I don't have much time. Can I really finish in a weekend?+
The Playbook is planned as Friday (45 minutes), Saturday (about 3 hours) and Sunday (about 3 hours). The code is drop-in, so you spend the time understanding and wiring it, not writing it from scratch. And there's no deadline once you've bought: start any weekend you want.
Won't AI APIs cost me a fortune? Do I need an international card?+
You can build the whole weekend for ₹0: the free tiers need no card. The Indian-Card API Setup Guide, included in every kit, shows you how to pay from India when you need higher limits. And the code puts a hard monthly ₹ cap on every user's spend, plus the Bill-Shock Shield to stop leaked API keys.
Will it work with my stack?+
It works with Node 18+, Express, React (Vite or CRA) and MongoDB Atlas (the free M0 cluster is enough). Chat works with Gemini, OpenAI or Groq, and you switch with one line in .env. Embeddings use Gemini or OpenAI. TypeScript and Next.js versions are in the Pro Pack. It's not for Postgres apps, Python backends or complete beginners.
What if my AI feature isn't live by Sunday?+
That's what the Ship-It Guarantee is for, on every kit. Follow the playbook, and if your AI feature isn't live by Sunday night, email [email protected] within 30 days for a full refund, and keep the kit.
Your weekend starts here

Next time the JD says "LLM integration experience", apply first.

With a live demo link, not a bluff. One weekend from now, your MERN app can have a real AI assistant that answers from your own data, streams its replies, blocks misuse and caps spend in ₹, and you'll be able to explain every line of it.

Pro Pack ₹1,499 · Weekend Retrofit Kit ₹599 (most popular) · Retrofit Core ₹349

Want TypeScript, Next.js and the Interview Day Pack? Get the Pro Pack — ₹1,499 · Just the essentials for your own project? Get Retrofit Core — ₹349

3 kitsFrom ₹349
Choose kit