Writing
Notes From The Build
Practical guides on MVP development, custom software, AI automation, and SaaS engineering — from a Pune-based studio shipping production software for Indian and global businesses.
39 articles · 6 topic areas
MVP & Startups
5 articlesMVP scoping, idea validation, and the playbooks for shipping a product Indian founders can actually ship.
The 12 MVP Mistakes That Kill Indian Startups Before Series A
The patterns we see repeatedly in founders who burned 18 months on the wrong build — and how to spot them before they cost you a year
How to Validate Your Startup Idea Before Writing Code (India Edition)
A practical 6-step validation framework with India-specific tactics — LinkedIn DMs, WhatsApp groups, founder communities, and pre-sales channels that actually work
MVP vs Prototype vs POC: Stop Confusing These Three Things
A clear breakdown of when to build a Proof of Concept, when to build a Prototype, and when to build an MVP — with real cost and timeline differences
MVP Development Cost in India 2026: Real INR Pricing by Stage
A transparent, stage-by-stage breakdown of what an MVP actually costs Indian founders — with rupee figures, not vague dollar ranges
How to Build an MVP in 2025: A Startup Founder's Complete Guide
From idea validation to a live product — the practical playbook for first-time and repeat founders
Custom Software
5 articlesBuild vs buy frameworks, RFP templates, and the cost math behind real custom software decisions.
Vibe Coding in 2026: What the Data Says About the Risk (and What Actually Fixes It)
Adoption is up, review discipline hasn't kept pace — spec-driven development is how serious teams are closing the gap
How to Write a Software RFP That Gets You Real Proposals
An agency-side perspective on what makes an RFP useful, what makes one useless, and a working template for buyers evaluating custom software development partners
Salesforce vs Custom CRM: An Honest Cost Comparison Over 5 Years
From an agency that builds custom CRMs — the unvarnished math, hidden costs, and the scenarios where Salesforce genuinely wins
Build vs Buy a CRM: The Real 5-Year ROI Math
A concrete cost comparison across 10, 50, and 200 user scenarios — with INR figures and the breakeven points most articles refuse to publish
Custom Software vs Off-the-Shelf: When to Build, When to Buy
A practical decision framework for founders and business leaders evaluating their software options
AI & Automation
11 articlesHow to build, deploy, and scale AI features and agents — with India-specific use cases that pay back.
WhatsApp AI Agents for Real Estate Lead Qualification: A 2026 Playbook
How agentic AI running natively on WhatsApp qualifies real estate leads, books site visits, and cuts response time from hours to minutes
AI-Powered Appointment Booking and CRM Automation for Healthcare Practices
Why unifying booking, patient CRM, and AI-drafted email automation into one system cuts no-shows and administrative overhead
How Much Does AI Automation Actually Cost in 2026?
A transparent breakdown of what businesses pay for automation by project scope, and where a fixed-price engagement beats an open-ended retainer
n8n vs Custom AI Agent Development: What Actually Scales in 2026
Where no-code automation platforms win, where they hit a wall, and the practical threshold for when custom development pays for itself
ChatGPT vs Claude vs Custom LLM: Which to Choose for Your Business
A 2026 decision framework with cost modeling, capability comparison, and the threshold at which custom or open-source LLMs start to win
AI Automation for Indian SMBs: Use Cases That Actually Pay Back
Eight India-specific AI automation use cases with real ROI math — from WhatsApp customer support to GST invoice processing to D2C inventory reconciliation
How to Build an AI Agent for Your Business in 2026
The architecture, stack choices, and design decisions for production AI agents — from a team that ships them
The Generative AI Revolution
Transforming Creativity and Productivity Across Industries
Agentic AI Systems
The Next Frontier in Autonomous Intelligence
LLM Architecture Deep Dive
Understanding the Building Blocks of Modern Language Models
Model Context Protocol (MCP)
Standardizing AI Tool Integration and Capabilities
SaaS Engineering
4 articlesArchitecture, multi-tenancy, authentication, and the engineering patterns that scale B2B SaaS.
B2B SaaS Multi-Tenant Architecture: Patterns That Actually Scale
Pool, silo, and hybrid tenancy models — when each wins, what breaks at scale, and the design decisions that matter most before your first paying customer
Authentication for SaaS Startups: Auth0 vs Clerk vs Supabase Cost Analysis
A real cost comparison at 100, 1000, and 10000 users — plus the feature differences that matter and when rolling your own actually makes sense
SaaS Product Development
Building Scalable Software Solutions for the Modern Enterprise
AI and SaaS Convergence
The Next Generation of Intelligent Business Applications
Engineering Teardowns
10 articlesIn-depth engineering teardowns of real projects we've shipped — architecture choices, trade-offs, and lessons learned.
Building an Agentic AutoML Platform on a VPS Budget: GAIA Engineering Teardown
How we built a Dockerised AutoML platform with parallel Bayesian hyperparameter search, transfer-learning speedups, and multi-format model export — without cloud GPUs
From Brochure Site to Two-Portal MERN CRM: Moraya Developers Engineering Teardown
How a Pune real-estate firm went from WhatsApp-based lead handling to sub-10-second lead routing with a public buyer portal and private sales CRM
Zero-Knowledge Enterprise AI: Building Valenova's Custom MCP-Based Database Agent
How we built a desktop AI agent that queries Oracle, SAP, PostgreSQL, and Snowflake in natural language — with no enterprise data ever leaving the client machine
Supply Chain Forecasting on 9,573 Rows: Jersey Island ML Ensemble Teardown
How we built a 3-model ML ensemble (LSTM + XGBoost + Isolation Forest) for a small island government's supply chain risk platform — with interpretability hard-coded as a requirement
Building a Multi-Tool CRM with Supabase Vault and Edge Functions: ClientNest Engineering Teardown
How we built a B2B agency CRM that unifies GitHub, YouTube, PayPal, and Webflow into one timeline — with encrypted OAuth tokens and optimistic Kanban UI
Multi-Channel AI Receptionist Architecture: Kairo Engineering Teardown
How we built a single AI agent that handles WhatsApp, web chat, and voice — with sub-80ms intent classification, industry-specific knowledge bases, and confidence-driven escalation
AICTE-Recognised Art Marketplace: Artwala Engineering Teardown
How we built a non-technical-friendly art marketplace with Razorpay Route direct artist payouts, Cloudinary image optimisation, and AICTE-compliance metadata baked in from day one
Building Trade-Vocabulary Search for B2B Timber: Timber Link Engineering Teardown
How we built a B2B marketplace where contractors search by timber species, grade, and ISI certification — with trade-credit checkout and same-day Pune delivery
Sub-5ms Subscription Gating with Supabase Edge Functions: Poko Stories Engineering Teardown
How we built a serialized fiction platform with imperceptible chapter access checks, paragraph-level bookmarking, and dual Indian + international billing rails
12K+ Embeddings + Multi-Provider Billing: Startup Ideas DB Engineering Teardown
How we built a research-grade idea database with daily scrapers, sub-50ms vector search, on-demand 2K-word LLM whitepapers, and three payment providers feeding one entitlement store
Web3 & Blockchain
4 articlesBlockchain scalability, tokenomics, and decentralized infrastructure — for builders evaluating Web3.
Web3 and the Decentralized Future
Rebuilding the Internet with Blockchain Technology
Cryptoeconomics and Tokenomics
Designing Sustainable Digital Economies
Blockchain Scalability Solutions
Layer 2, Sharding, and Beyond
Decentralized AI Computing
Blockchain-Powered Machine Learning Infrastructure