What we learn, written down.
Articles, frameworks and research from engagements in progress, frameworks, research and video.
Latest · AI
AI Does Not Remove the Bottleneck
Find your real workflow constraints before buying AI tools.
11 Sept 2026 · 1 min read.png)
SaaS
The SaaS Playbook Has a Citation Problem
Don't run your tech stack on unverified SaaS myths.
11 Sept 2026 · 1 min readSaaS
Buying AI Is Not the Same as Adopting It
Close the gap between buying AI and adopting it.
11 Sept 2026 · 1 min readAI
The Roads Your Business Never Built
Turn fragmented enterprise data into AI speed.
11 Sept 2026 · 1 min readAI
RAG, Fine-Tuning, or Agents: How to Choose Based on Evidence
RAG, fine-tuning, and agents solve different problems. Three questions decide which one your system needs.
11 Sept 2026 · 7 min readAI
Evaluating AI Systems Before You Ship Them
Most AI failures are found by customers, not teams. This Guide shows how to build a five-day evaluation set that catches them first, before and after you ship.
11 Sept 2026 · 6 min readSaaS
Your Cloud Bill Is a Diagnosis, Not a Negotiation
A rising cloud bill usually isn't a pricing problem, it's an architecture one. This blog shows how a single number, unit cost, tells you which you're facing before the next invoice does.
11 Sept 2026 · 7 min readProprietary frameworks
AurvikAI
AI Success Framework
How AurvikAI defines, architects, and delivers AI systems that produce measurable outcomes. The framework behind every AurvikAI engagement.
Engineering
TechBlueprint
SDTC Digital's structured discovery methodology — the process that defines every engagement before development begins.
SaaS
SaaS Strategy Framework
How to architect, price, and scale a SaaS product — developed across hundreds of SaaS engagements.
The newsletter
One practical idea for engineering leaders, twice a month, from work in progress.