Engineering Insights

From the Studio

Practical ideas on AI, legacy modernization, SaaS engineering, and building software products.

Featured Case StudySoftware Development

Building GST Billing for a Distributor: Cases, Boxes, Pieces and the Problems Nobody Mentions

Off-the-shelf billing software assumes you sell one unit at a time at one price. A wholesale distributor doesn't. Here's what we learned building a GST billing, stock and field-sales platform from scratch.

23 Oct 2026·6 min read
Case StudySoftware Development

Catching Fake Field Visits: Building Trust Into a Bank Verification App

When a bank lends money based on a field visit, it needs to know the visit really happened. Here's how we designed a verification platform where every report carries its own evidence — and suspicious visits flag themselves.

23 Oct 2026·5 min read
EcommerceLegacy Modernization

Replatforming an Ecommerce Store Without Taking It Offline

Most ecommerce replatforms don't fail on technology. They fail on scope, on a big-bang cut-over, and on a catalog that still needs a developer for every change. Here's how we approach it instead.

23 Oct 2026·6 min read
WhatsApp BusinessSoftware Development

WhatsApp Business for Growing Businesses: App vs API, and What to Automate First

For many Indian businesses, customers already live on WhatsApp. The question isn't whether to use it, but when the free app stops being enough — and which messages are worth automating once you move to the API.

23 Oct 2026·6 min read
AI EngineeringSoftware Development

Why Most AI Integrations Fail in Production

Most AI projects work in demos and die in production. The problem is almost never the model. It's everything around it — the data, the integration, the error handling, and the decision about what AI should actually be doing.

25 Jul 2026·5 min read
Technology ConsultantsEngineering

What to Look for in an Engineering Delivery Partner (A Guide for Technology Consultants)

If you're a technology consultant, fractional CTO, or digital transformation advisor, the hardest part of your job usually isn't making the right recommendation. It's what happens after — when the client says yes, and now someone has to actually build the thing. Here's a practical checklist for evaluating an engineering delivery partner before you bring anyone into a client relationship you've spent years building.

24 Jul 2026·5 min read
Legacy ModernizationEngineering

Why Most Legacy Modernization Projects Fail (And How to Avoid It)

90% of legacy modernization projects go over budget or get abandoned. Here's the pattern we see repeatedly — and what actually works.

24 Jul 2026·4 min read
AI Engineering

The LLM Is the Easy Part

Everyone is obsessed with which model to use. After building AI products in production, I can tell you — the model is the smallest problem you'll face.

18 Jul 2026·5 min read
Legacy ModernizationSoftware Development

We Rewrote It from Scratch. Here's What We Learned.

The rewrite is the most seductive idea in software engineering. It's also one of the most dangerous. We've done it. We've watched others do it. Here's what actually happens.

11 Jul 2026·6 min read

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