Market Notes
DevDay 2026: What Model Could OpenAI Launch?
DevDay 2026 takes place on September 29. Current signals suggest OpenAI may prioritise a GPT-6 variant for coding and AI agents rather than announce…
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Applied Knowledge
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Selected articles translated and edited for English readers. Each article connects management concepts, research experience, practical examples and timely market movements with a clear applied orientation.
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English articles
Market Notes
What Does Specialist AI Need Beyond a Model?
OpenAI’s Astra for Law announcement shows that specialist AI is not only a stronger model. Its operating value also comes from sources, rules, tools,…
Research methods
Does a Survey Question Measure What You Need to Know?
A question that is easy to answer does not necessarily produce useful information. Three simple checks help a questionnaire measure what the research actually…
Market Notes
When Advertising Becomes a Conversation
New ChatGPT advertising experiments suggest that an ad can lead into a conversation. Businesses need to prepare their information and response model differently.
Marketing & Business
Do Not Make Customers Choose Too Much
Customers do not always need more options. They need a way to choose quickly, understand the difference, and feel confident about their decision.
Market Notes
Once AI Is Widely Used, the Management Question Becomes What Value It Is Creating
New ways to observe AI usage let organisations look beyond cost and activity. Value appears only when usage data is connected to an owned…
Business management
When Everything Is Important: Build a Decision Portfolio So the Team Knows What to Choose First
Teams rarely lack task lists; they often lack a shared view of which decisions need resolving first, who can choose, and what evidence is…
Skills & Personal Development
Do Not Start an Assignment with “Please Help Me”: Agree the Outcome First
A request that makes the outcome, boundaries, and check-in point clear gives the recipient more initiative and reduces rework caused by different assumptions.
Technology
A Dashboard Is Useful Only When It Changes Monday’s Decision
A dashboard is not a screen for reporting more numbers. It should help someone identify what to ask, what to adjust, and when to…
Marketing & Business
Why Small Obstacles Drive Customers Away
Small annoyances often never appear in complaint reports, yet they can stop customers before they complete the journey.
Business management
How a Decision Log Prevents Repeated Meetings
A concise decision log preserves context, ownership, and review conditions so a team does not have to restart the same conversation.
Marketing & Business
Why Study the People Who Did Not Buy?
Non-buyers can reveal barriers that existing customers have already overcome. A practical approach to learning from deferred purchases, rejected offers and alternative choices.
Market Notes
AI Makes Data Easier to Query, Not Decisions Easier
A new OpenAI data product signals lower barriers to analysis; companies need trusted sources, access controls, and a decision rhythm.
Research methods
Where Should Questionnaire Design Begin?
A measurement decision map helps a research team define what it needs to know, whom to measure, and how results will be used before…
Skills & Personal Development
A Task List Cannot Set Your Real Priorities
A short priority review separates work to do, decisions to make, and items waiting on others so a task list does not pull attention…
Technology
Where Should Companies Start Using AI at Work?
A practical AI starting point is recurring work that requires people to find, compare, and explain evidence before making a decision.
Marketing & Business
One Metric Is Not Enough to Understand Customers
Connect behaviour, feedback, and context to find the marketing decision that needs improvement.
Business management
What Turns a Plan into a Real Commitment?
A workable plan makes its assumptions, accountable owner, and adjustment signals explicit.
Market Notes
How Should Enterprises Govern More Capable AI?
Anthropic’s new Enterprise Frontier Safeguards announcement points to a management shift: controls need to be designed with the workflow, not added after AI has…
Research methods
Why Data Analysis Needs a Decision Log
A short decision log keeps a study connected from its question, data, and processing rules to results that can be checked.
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