AI automation7 min read
Why automation projects fail, and the exception nobody scoped
A demo handles the perfect case. Production handles Tuesday. Almost every failed automation project we have seen failed in the same six places.
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NotesPractical writing on
Practical writing on
automation and support.
What we have learned building automation, assistants and internal tools, and supporting developers through real work. No hype, no invented statistics — just the reasoning we would give you on a call.
14 articles
Latest · AI automationWhich repetitive business tasks should you automate first?
Most businesses pick the task that annoys them most. That is rarely the one that pays back first. Here is the test we actually use on a first call.
Read the articleAI automation6 min read
AI agents vs workflow automation: what is the actual difference?
The boundary is simple: can you write the steps down in advance? Everything about cost, testing and debugging changes at that line.
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AI automation6 min read
Chatbot or knowledge assistant: which does your business actually need?
The most expensive mistake in a chatbot project is building the wrong one. The difference is not the AI — it is who asks, and how often the answers change.
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AI automation8 min read
How to automate invoice and document data entry, properly
Retyping data from PDFs is the task we are asked to automate most. Here is how these projects are actually built, including the parts that are not the AI.
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AI automation7 min read
How to automate your monthly reporting without a data team
Two days a month of exporting and pasting is an excellent automation candidate. It also fails in one specific, avoidable way.
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AI automation7 min read
What actually determines the cost of an automation project
Nobody can quote automation from a one-line description. These five factors explain almost every difference between a small project and an expensive one.
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Integration6 min read
How to connect two business systems that were never built to talk
The hard part is not moving the data. It is deciding what happens when the two systems disagree.
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Custom software6 min read
Custom software or off-the-shelf: how to actually decide
Most businesses compare subscription cost to build cost. Both sides of that comparison are missing the numbers that matter.
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Job support7 min read
Stuck for three hours? Debug in this order instead
Three hours of guessing loses to twenty minutes of narrowing, every time. The order matters more than the tools.
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Job support7 min read
How to ask a technical question that actually gets answered
Unanswered questions are usually not ignored. They are unanswerable — and that is a mechanical problem with a mechanical fix.
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Job support6 min read
Git went wrong: how to get your work back
Almost everything committed to Git is recoverable. The exceptions are narrow, and worth knowing precisely.
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Job support7 min read
What job support for developers actually is, and when it helps
The gap between what you can do and what your team assumes you already know is real, and common. Here is what support actually involves — and when it is the wrong answer.
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Job support8 min read
Your first week in an unfamiliar codebase
The instinct is to start reading files. On any real codebase you will read for three days and retain nothing. Do this instead.
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