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Notes from the build floor

Practical, opinionated writing from the engineers who ship our work. No thought leadership. No SEO bait. Just what's working — and what isn't.

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AI Engineering

How to Evaluate an LLM Partner: A 12-Point Technical Checklist for CTOs

Before signing an LLM vendor deal, use this technical checklist to avoid hidden costs, lock-in, and production failures.

June 26, 202614 min read
Read “How to Evaluate an LLM Partner: A 12-Point Technical Checklist for CTOs
SaaS

The PaidNinjas SaaS MVP Playbook: From Spec to Production

How we ship multi-tenant SaaS MVPs on predictable timelines without surprise rewrites.

June 12, 202612 min read
AI Engineering

Production LLM Agents with RAG: Patterns That Survive Scale

The architectural patterns we use to ship LLM agents and RAG pipelines that stay accurate and cheap under load.

June 5, 202616 min read
Operating notes

Ahmedabad IT Services: Why Global Startups Build Engineering Hubs in Gujarat

A look at the talent, cost, and operating model that make Ahmedabad a credible delivery hub for SaaS and AI startups.

May 22, 202611 min read
AI Engineering

The founder's guide to Generative Engine Optimization (GEO)

How AI-native products earn citations in Perplexity, SearchGPT, ChatGPT and Gemini. A practical playbook for answer engine optimization, schema markup and content structuring that helps LLMs cite you accurately.

June 4, 202613 min read
AI Engineering

Why every AI feature should ship with an eval harness on day one

Most LLM features fail silently in production. Here's the eval-first workflow we use to ship AI features that keep working as models, prompts and data change.

May 28, 20268 min read
SaaS

How we ship multi-tenant SaaS MVPs in 14 weeks

A look at the scoping, architecture and weekly rhythm behind our SaaS MVP playbook — and why fixed-price actually works when you front-load the planning.

May 14, 202612 min read
Cloud

The 7-step cloud cost audit that usually saves 30–60%

A pragmatic, no-rewrite checklist we run on every new cloud engagement. Most teams cut their AWS or GCP bill by a third without changing a single line of application code.

April 30, 202610 min read
AI Engineering

RAG in production: the boring details that actually matter

Chunking, hybrid search, freshness, caching, and observability. The unglamorous decisions that separate a working RAG system from a demo.

April 16, 202611 min read
Operating notes

The economics of a senior-only engineering team

Why we don't hire juniors, how we price against the big agencies, and why our clients still pay less per shipped feature.

April 2, 20266 min read
Operating notes

Friday demos: the single ritual that fixes client trust

One non-negotiable meeting in our weekly cadence. Here's how we run it, what we show, and why every client we've ever had has kept it on the calendar.

March 19, 20265 min read
AI Engineering

What Is AI Product Engineering? A CTO's Guide to Building Production AI

AI product engineering bridges the gap between ML experiments and production systems. A practical guide for CTOs evaluating build-versus-buy and choosing the right engineering partner.

July 10, 202610 min read
SaaS

SaaS Development Company Cost in 2026: What Founders Should Budget

How much does a SaaS development company actually cost in 2026? We break down pricing models, MVP budgets by complexity tier, hidden costs, and how to evaluate value — not just hourly rate.

July 17, 20269 min read

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