Every year, billions of dollars in AI product investments fail—not because the technology doesn't work, but because product managers apply the wrong mental models. The skills that made you successful building traditional software products will actively sabotage your AI initiatives.
123456789101112interface AIResponse { result: string; confidence: number; alternatives?: string[]; reasoning?: string; } function renderAIResult(response: AIResponse) { const { result, confidence, alternatives, reasoning } = response; // High confidence: Show result directly if (confidence >= 0.9) {
123456789101112{ "feature_name": "Smart Document Summarization", "problem_statement": { "user_pain": "Users spend 20+ minutes reading lengthy documents", "current_behavior": "Manual skimming, often missing key points", "evidence": "User research with 50 participants, support ticket analysis" }, "success_criteria": { "model_metrics": { "rouge_score": ">= 0.75", "latency_p95": "< 3 seconds", "hallucination_rate": "< 2%"