Applied AI for SMB Operations: Where Automation Pays Back First
Where applied AI automation cuts SMB ops cost first - support, admin handoffs, and knowledge work - and how to pick a 90-day pilot with real KPI.
Articles & Insights
AI Empowered ≠ Vibe Coding: From AI Prototype to a Durable MVP
AI prototyping vs a durable MVP - and why vibe coding without engineering discipline breaks security and stability after a few patch iterations.
How to Scale an Engineering Team Quickly When Local Hiring Is Too Slow
A practical framework for growing product companies choosing between local FTE hiring, freelancers, and dedicated team extension when roadmap pressure meets slow hiring.
GRC Standards and Tools by Product Stage: DORA, NIS2, CSRD, and What Engineering Still Owns
Which GRC standards apply to whom, what they require in practice, and which tool classes fit each product maturity stage.
Corporate Coding Assistants: Selection, Infrastructure, Quality, and Adoption KPIs
How enterprises should choose and roll out coding assistants (Claude, Cursor, Copilot and peers) - infrastructure, code and product quality, adoption KPIs, and what not to do.
Application Modernization Services vs Big-Bang Rewrite: How to Choose
Phased application modernization vs a full rewrite - and where AI helps with legacy work versus when generating a new product is a false shortcut.
How to Hire Dedicated Developers for a Long-Term Product Roadmap
How to hire dedicated developers who stay committed through a multi-year product roadmap — vetting criteria, ramp-up timeline, retention levers, and pricing, compared with project outsourcing and in-house hiring.
AI for Project Documentation: Prompts, Inputs, and a Workflow That Avoids Spec Garbage
Prompts and workflow for discovery requirement drafts, plus consistency and impact review — not blind test generation. Series 3/3.
Software Discovery Deliverables: What You Need for a Credible Budget and Timeline Estimate
Discovery process, D1–D11, client vs vendor, MVP and RFP scenarios. Series 2/3.