2026-08-28
When Does Process Automation Actually Need AI?
Lead routing, financial disclosures, and bank integrations show where AI adds value—and where rules or conventional software are the better choice.
Read →4 min
Business-first AI transformation
I've engineered software for 25+ years. With AI's power behind me, I build more ambitiously than ever — and write, from the trenches, about what AI actually changes.
I write about how businesses can use AI, software, data, and process redesign to create measurable value — starting with the business problem, not the technology.
I've been building software since 1998.
My perspective comes from both writing code and leading technology teams.
I care less about what AI can demo, and more about what it can improve in a real business.
Essays
Start here
Recent writing on AI, software, and business.
2026-08-27
Start With the Business Problem, Not the AI Model
Why model selection should not be the first decision in an AI project, and what must be defined about the business outcome, action boundary, and evidence first.
Read →5 min
2026-08-27
How to Do Content Pruning: A Real-World Case Study
How should content pruning decisions use Search Console, GA4, editorial value, and strategic fit? This case study follows a real 39-page audit on my site.
Read →13 min
More writing
Integrating One Bank Is Easy. Keeping Forty Running Is Not.
Read →8 min
Preserving API Quality in AI-Assisted Development
Read →8 min
Testing a Button, Treating an Entire Website Redesign as a Sure Thing
Read →8 min
Managing Technology and Transforming the Business Are Not the Same Thing
Read →5 min
Turkey's First Real-Time Mystery Shopping Reporting Platform
Read →6 min
Keeping Customers Happy Isn’t Enough. You Have to Follow Up.
Read →7 min
Do AI Visibility Tools Really Work? What They Actually Measure
Read →9 min
llms.txt Was Never the Point
Read →8 min
Do You Know How Dependent Your Company Is on AI?
Read →11 min
AI Wasn’t Always This Good. We Just Got Used to It.
Read →5 min
AI Made Code Cheap. Verification Is Still Expensive.
Read →9 min
Accessing Know-How Is Not the Same as Creating It
Read →6 min
Technical writing
Technical writing
Hands-on notes and tutorials on Go, Linux, Docker, web fundamentals, and more—with new technical writing added as I publish it.
Why I Retired Some of My Technical Articles
Read →4 min
Do You Need a Paid CMP for Google Consent Mode v2?
Read →19 min
CI/CD for PHP: A Comprehensive Guide
Read →8 min
PHP-ML in a PHP Application: A Bounded Decision Guide
Read →6 min
PHP Certifications in 2026: What Is Official, What Is Useful, and What to Avoid
Read →8 min
Headless WordPress: What It Is and When the Extra Work Pays Off
Read →7 min
Is JWT Safe or Is It Vulnerable?
Read →7 min
Hello World: A New Multilingual Journey
Read →1 min
Business-first AI transformation
Browse by topic
01
AI where it changes the business
What matters is not the model, but the decision, workflow, or economics it changes.
Explore AI writing →02How work actually moves
Processes, handoffs, information, and decisions are where operational friction becomes visible.
Explore business writing →03Engineering that can carry the work
Architecture, infrastructure, and implementation determine whether an idea becomes dependable.
Explore engineering writing →Business-first AI transformation
How I evaluate a change
I first try to understand what needs to change. I choose the technology only after the problem, expected benefit, and cost are clear.
- 01
Goal
What should improve: cost, speed, capacity, quality, or revenue?
- 02
Current state
How does the work happen today, and where are time, money, or knowledge being lost?
- 03
Looking ahead
Even if I do not act today, I consider likely scenarios. A small preparation now can prevent far more work later.
- 04
Priority
Which change is most likely to produce a meaningful result?
- 05
Benefit and cost
Is the expected gain worth the cost, effort, and risk?
- 06
Workflow
What should be removed or changed before anything is automated?
- 07
Approach
Would AI, software, an existing product, or a process change be the best fit?
- 08
Implementation and measurement
Put the change into practice and measure what actually improves.
Business-first AI transformation
Field notes
Short accounts from systems built in the real world, with the details that made them useful.
Lead operations
100K annual leads
Medical Tourism Lead Management: How We Moved from Manual Routing to a Real-Time Sales System
A real-time decision-support and sales-management platform for routing, payments, and management visibility.
Read →Patient conversations
One year of multichannel chat
What We Learned Building a Healthcare Chatbot for International Patients
What emerged from building and operating a chat system for patients across channels.
Read →Small infrastructure
$5/month small VPS
Why I Run camiler.org on a Single VPS
A modern open-source infrastructure assembled with a small server and Cloudflare.
Read →About
I build software, lead technology teams, and write about what I learn.
This site is where I share notes on AI, software, the products I build, and the problems I encounter at work.