What we learn from building and rebuilding real systems
Practical notes from delivering custom software, moving companies off legacy systems and putting AI to work where it pays for itself. Written by the engineers who do the work.
Zero Trust verifies who reaches a system. Client-side script monitoring verifies what runs in the browser. They fail differently and need separate owners.
Low CRM adoption is rarely a training gap. How to tell whether the cause is screen friction, missing payback or management habits, and what to fix first.
Provisioning a CRM takes a day. Making it the place your team sells from takes months. A phase-by-phase calendar, with the parts quotes tend to leave out.
ETL or ELT is a question of where transformation runs and who pays for it. A practical way for a mid-sized team to choose, with the costs most plans miss.
Portfolios and logos look the same from every vendor. The interview questions, artifacts and deal-breakers that show who has really run software in production.
What a HIPAA Business Associate Agreement commits a software vendor to, what it leaves unproven, and what to ask and build before PHI reaches the system.
Running an LLM in production without giving it autonomy: measured confidence, thresholds set by business cost, human review that works, an audit trail.
RPA and API integration solve the same problem at different layers. How to choose, what screen automation really costs, and how to run it safely if you must.