Independent thinking about artificial intelligenceBy Adrian Dunkley
AI BOSS

The daily AI fluency newspaper

GPT-4 helped plan a launch but hurt a brand decision

In a field experiment with consultants, GPT-4 helped with a product launch exercise. On a separate case, consultants with access to the same tool chose the right brand less often.

An orange paper strip follows folded cream steps and stops before a deep gap.
The Uneven Edge · AI-generated artwork · AI Boss Ltd

Fabrizio Dell’Acqua and colleagues reported the experiment in Organization Science in 2026. The study included 758 Boston Consulting Group consultants. The researchers randomly assigned them to two separate sets of exercises. Within each set, participants first completed an assessment without AI and then were randomly assigned to work without AI, with GPT-4, or with GPT-4 and a briefing on how to prompt it. Both sets used the version of GPT-4 available in April 2023.

The footwear exercise included 18 tasks, from coming up with a product to defining the market and drafting launch materials. Participants with GPT-4 completed more of the tasks, and human graders rated their responses more highly. In the brand exercise, participants had to make a recommendation from interviews and financial data. About 85% of the group without AI got the brand right, compared with about 71% in the GPT-4 group and 60% in the group also given the prompting briefing. Even when the recommendation was wrong, graders gave the AI-assisted responses higher marks for coherence and persuasiveness.

Continue reading →
Blue paper folds lead from a cream envelope to an open copper-coloured filing drawer.
The Route Back · AI-generated artwork · AI Boss Ltd

Trace an AI-assisted decision when someone disputes it

A complaint can arrive after the policy or the tool has changed. Save the evidence needed to identify what the system recommended and what the organisation did.

A payment record can show whether an approved reimbursement ever reached the person who claimed it.

Read the essay →

How well do you know your AI?

Practise AI vocabulary and judgement through workplace clues. Choose the crossword, or fill the grid by answering questions in Quiz Mode.

Preview of the AI vocabulary crossword; open the puzzle to see its clues.

The 4Ds framework was developed by Rick Dakan and Joseph Feller in partnership with Anthropic. Framework source.