Blog

Field notes from the workshop.

No thought-leadership, no listicles for the algorithm. Just what we have learned shipping AI products and healthcare software that has to work after the demo ends.

Abstract 3D render of interlocking petrol and coral shapes, AI business automation as a machineProcess

AI business automation, without the theater

AI business automation that pays for itself: what it is, where it works, what it costs, and the cases where a cron job beats a model. From a team that ships.

Alex Pavlov · June 10, 2026 · 10 min read

Two interlocking connector halves in petrol and coral fitting together, representing HL7 and FHIR interoperability.Healthcare

HL7 vs FHIR: What the Difference Means for Your Build

HL7 vs FHIR explained: what each standard does, where they differ, and which one your healthcare integration actually needs. A practical guide, not a spec dump.

Alex Pavlov · June 9, 2026 · 8 min read

A petrol shell opening to reveal layered glass plates, representing structured, secured electronic health records.Healthcare

How to Create EHR Software: A Practical Build Guide

How to create EHR software: the real steps, what drives cost and timeline, and when to build custom instead of buying. A practical guide from a healthcare dev team.

Alex Pavlov · June 9, 2026 · 9 min read

A neat stack of petrol and coral discs beside a glass screen, representing the cost of building a telemedicine app.Healthcare

Telemedicine App Development Cost: What to Budget in 2026

Telemedicine app development cost runs $40,000 to $300,000 by scope. Here is what drives the number, and how to spend less without cutting the corners that matter.

Alex Pavlov · June 9, 2026 · 13 min read

A frosted-glass ribbon threading smoothly through petrol forms, representing an automated clinical workflow.Healthcare

Clinical workflow automation: automate the paperwork, not the provider

Most clinical workflow automation is not AI in a lab coat. It is the documentation, the intake, and the front desk, automated so your clinicians stop typing long after the last patient leaves. A practical guide to what to automate, where AI fits, and when to leave a process alone.

Alex Pavlov · June 8, 2026 · 11 min read

A row of ceramic tuning forks with one resonating in coral, representing choosing the right AI automation partner.AI engineering

AI automation agency: what they do and how to choose one

An AI automation agency builds and runs software that takes busywork off your team. What they do, what it costs, how to choose one, and when to skip it.

Alex Pavlov · June 8, 2026 · 13 min read

A solid coral sphere and an empty glass sphere balanced on a petrol seesaw, contrasting shipped AI with demo AI.AI engineering

AI that ships versus AI that demos

Demo AI wins the meeting. Shipped AI gets opened on a Tuesday. The gap between them is the last ten percent, and the last ten percent is the whole job.

Alex Pavlov · May 28, 2026 · 7 min read

A petrol form repaired with glass segments and light scaffolding, representing restoration rather than a full rebuild.Modernization

Most rebuilds are not rebuilds

The call starts with "we need to rebuild everything." It usually ends with one missing index and a database that has been holding its breath since 2019.

Alex Pavlov · May 20, 2026 · 6 min read

A sphere split into a glossy coral half and a plain petrol half, representing the unglamorous half of payments.Payments

The boring half of payments is the whole job

A billing feature starts as a simple invoice tool. Then it grows a state machine with disputes, refunds, and ACH. The boring states are where the money lives.

Alex Pavlov · May 12, 2026 · 6 min read

Who writes here

Engineers who ship, not a content team

Everything here is written by the people who built the thing. No ghostwriters, no SEO farm.

AP

Alex Pavlov

Founder and CEO

Builds AI products and production software for demanding domains. Writes about the parts of the job nobody films for the launch video.

HC

HighCraft Engineering

AI product engineering

Engineering, QA, design, DevOps, and business analysis, shipping healthcare, payments, and AI features under real scrutiny. The notes come straight from the work.

Have a workflow that outgrew its tools?

Tell us the shape of the problem. We reply with a scoped estimate, usually within 3 to 5 business days.

Estimate project