Resources

Practical Guides

Comparisons, how-tos, cost ranges, and case studies for AI development and cloud migration in India.

RAG vs Fine-Tuning for Startups

First-hand comparison from Agentic Academy Labs: when RAG beats fine-tuning for changing docs, what week 1 looks like, and the failure modes we see in Indian startups.

Updated 2026-08-14

Next.js AI App Architecture

How Agentic Academy Labs structures Next.js AI apps in Sikar: App Router, Bun APIs, Postgres, RAG, Flutter clients, and what we build in week 1.

Updated 2026-08-14

Custom AI MVP Cost and Timeline in India

How Agentic Academy Labs scopes discovery vs production in India: timelines, cost drivers, and why model spend is a separate line from the build.

Updated 2026-08-14

Cloud Migration Checklist for Startups

The assess, plan, migrate, optimize checklist Agentic Academy Labs uses with Indian startups: week 1 work, rollback, and the bills that surprise people after cutover.

Updated 2026-08-14

Case Study: RAG Assistant for a Bangalore Fintech

How Agentic Academy Labs shipped a document-grounded RAG assistant, Next.js admin, Slack bot, and eval set in six weeks for a Series A fintech, and what broke along the way.

Updated 2026-08-14

LangChain vs Custom RAG Pipeline

When Agentic Academy Labs keeps LangChain for a prototype and when we extract a custom RAG path for Next.js, Bun, and Postgres production.

Updated 2026-08-14

OpenAI vs Anthropic for Production Apps in India

How Agentic Academy Labs chooses OpenAI vs Anthropic for production apps used from India: latency, cost per task, evals, and failover, without brand dogma.

Updated 2026-08-14

Build vs Buy an AI Chatbot for SMBs

How Agentic Academy Labs helps SMBs decide buy vs build: when a SaaS bot is enough, when custom RAG on Next.js and Postgres pays off, and a week-1 checklist.

Updated 2026-08-14

Agentic Workflow vs Chatbot

When Agentic Academy Labs ships a RAG chatbot versus a tool-calling workflow: week 1 gates, failure modes, and why agents fail louder.

Updated 2026-08-14

Migrate a Monolith to Next.js and PostgreSQL

How Agentic Academy Labs strangler-migrates monoliths to Next.js, Bun, and PostgreSQL: week 1 inventory, data cutover, Flutter clients, and the risks that stall rewrites.

Updated 2026-08-14