Research & Thinking
AI as an operational system, not a search interface
Written for people deciding whether to invest in AI. Implementation, document intelligence, reliability, and the cases where AI is the wrong answer. No tool lists, no predictions, no hype.
9 articles
- AI & Business19 October 2026 · 9 min readQAP preparation: where the hours go and how to cut themMany buyers want the quality assurance plan approved before manufacture starts. Where the hours in QAP preparation really go, how to measure them, and when software is not the answer.
- AI & Business12 October 2026 · 9 min readCertificate of analysis preparation in fewer hoursFor chemical and pharma exporters, certificate of analysis preparation is part of every dispatch. Why it takes longer than it looks, how to count the hours, and when a better spreadsheet beats new software.
- AI & Business5 October 2026 · 9 min readMill test certificate verification in fewer hoursChecking one mill test certificate takes minutes. Checking every certificate against every order is where a QC week goes. Where the hours sit, how to measure them, and when software is not the answer.
- AI & Business28 September 2026 · 8 min readWhen to move from Tally to ERP, and when not toFor a growing manufacturer, an ERP is a large decision that is usually made on a feeling. How to tell whether you need one, a better process, or fewer re-entries, and how to measure it first.
- AI & Business21 September 2026 · 9 min readHow to reduce quotation time for drawing-based enquiriesFor engineering manufacturers and job shops, a slow quotation is rarely a typing problem. Where the hours go between enquiry and quote, how to measure them, and when software is not the answer.
- AI & Business16 September 2026 · 8 min readHow to prepare a manufacturing record book in fewer hoursFor suppliers to oil and gas and process plants, the manufacturing record book is often what the last payment waits on. Where the hours go, how to measure them, and when software is not the answer.
- AI & Business18 August 2026 · 4 min readAI is not another Google SearchMost businesses have only ever used AI the way they use a search engine — ask a question, read an answer. That is the smallest thing it does, and it is why so many businesses conclude AI is not for them.
- Prakreon Thinking12 August 2026 · 3 min readDon't start with AI. Start with the problem.The most common way to waste money on AI is to begin with the question \"where can we use AI?\" — because it guarantees you will find an answer, whether or not one exists.
- Implementation Notes5 August 2026 · 3 min readOCR is more than reading PDFsMaking a scanned document searchable and making it usable are different problems. The first has been solved for twenty years. The second is what actually removes work from a business.
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