Make better software decisions.
Practical scope and engineering checklists for buyers. No fabricated project results or market statistics.
When should a spreadsheet become a web application?
Look for broken handoffs, not large row counts. If people maintain competing copies, overwrite each other or cannot explain who approved a change, the process needs clearer ownership.
Scope a customer portal around a complete customer task
A portal should remove a specific customer dependency on your team. Choose a task such as submitting a request or checking a document, rather than starting with a long feature list.
Design ecommerce integrations for failure and replay
An integration is incomplete if it works only when every request succeeds. Duplicate events, timeouts and out-of-order updates are normal cases to design for.
Should you rebuild your website or improve what exists?
A dated appearance is not enough evidence for a rebuild. Start with the visitor task, content structure, editing constraints and measurable technical issues.
How to scope an AI feature inside existing software
Choose a narrow task that users already perform, such as summarising a support thread or extracting a document field. Define what useful output looks like before choosing a model.
Chatbot or knowledge assistant: define the job first
A conversational interface is not a complete product requirement. Decide whether the job is answering approved knowledge, collecting information or taking an action.
RAG or fine-tuning: separate knowledge from behavior
Retrieval is useful when answers need access to documents that change or differ by user. It brings selected context into the request instead of treating the model as the source of truth.
Where an AI agent should ask for human approval
Distinguish suggestions from actions. Drafting a response and sending it externally carry different consequences, even when the text is the same.
Budget for AI usage, evaluation and operations
The model bill is only one part of the operating cost. Include document processing, storage, retrieval, observability, evaluation and the people who review exceptions.
An MVP scope checklist for a usable first release
An MVP should let a defined customer complete a useful task. It is not a partial implementation of every feature in a future platform.