🔍 Analysis Prompt Engineering Challenges
8 free analysis challenges — beginner to expert. Each one is a goal-bound exercise with hints and an example prompt structure.
Analysis prompt engineering turns a model into a careful reader. These challenges train summarisation that preserves the key facts, structured extraction, and data reasoning that surfaces insight without overstating it — the skills behind trustworthy AI-assisted research.
The 90% Compression
Summarise a 500-word article in exactly 50 words — without losing any key argument or introducing your own interpretation.
Entity Extractor
Extract all named entities from a news headline — categorised by type — with zero hallucinations.
Sentiment at Scale
Classify a batch of customer reviews by sentiment — using a 5-point scale and explaining the reasoning for edge cases.
Rank by Market Size
Rank 5 startup ideas by addressable market size — with a TAM estimate and one-sentence rationale for each ranking.
Fallacy Hunter
Identify every logical fallacy in an argument — naming each fallacy, quoting the relevant passage, and explaining why it qualifies.
Build the Decision Matrix
Create a weighted decision matrix for a complex business choice — and explain why the winning option is right.
Model vs Model
Compare two AI models across five dimensions — using a structured format that would help a product team choose between them.
Emotional Arc Analyst
Analyse the emotional arc of a paragraph — mapping emotion type, intensity, and trigger at each sentence.