Key Concepts
- 1Intent capture is the agent's job of turning fuzzy human language ('something nice for my sister who likes hiking, under $60') into structured constraints it can act on
- 2Good capture extracts explicit constraints (budget, size, deadline) AND infers implicit ones (gift context implies wrapping/card, 'hiking' implies durability and weather-resistance)
- 3The biggest failure mode is over-asking: interrogating the user with 10 questions before showing anything. Best agents show provisional results early and refine as they learn
- 4Slot filling vs open reasoning: rigid forms feel robotic; pure free-text can miss critical constraints. The art is progressive disclosure — ask only what changes the recommendation
- 5Ambiguity resolution: when intent is unclear, the agent should propose a small set of interpretations ('for casual day hikes or serious backcountry?') rather than guess silently
- 6Capture must persist: an intent learned in message 3 (vegan) should still bind the recommendation in message 12, or trust collapses
- 7Instrument capture quality — track how often users correct the agent's understanding; a high correction rate signals your extraction prompts or clarifying-question logic need work
Why It Matters for PMs
Conversion hinges on it: If the agent misreads intent, every downstream recommendation is wrong. Capture quality is the single biggest lever on whether the conversation ends in a purchase.
Friction is the enemy: Over-questioning kills sessions. PMs must design capture to minimize the questions-asked-per-useful-constraint ratio, showing value before demanding more input.
Data flywheel: Structured captured intent becomes a reusable asset — it powers personalization, merchandising, and cohort analysis long after the single session ends.
Test Your Understanding
Question 1 (Multiple Choice)
What is the most common intent-capture failure that hurts conversion?
Question 2 (Multiple Choice)
A user says 'a gift for my sister who likes hiking, under $60.' Which is an INFERRED (implicit) constraint?
Question 3 (Multiple Choice)
Intent captured early in a conversation should ideally...
Question 4 (Short Answer)
How would you design an intent-capture flow that minimizes questions while still catching critical constraints?
Think about your answer before revealing the explanation.
Question 5 (Short Answer)
What metric would you track to know whether your agent is capturing intent accurately?
Think about your answer before revealing the explanation.