examples/composed_output_examples.md

Composed Output Examples

These examples show the end-to-end flow:

query -> model_output -> system_decision

1. Informational Awareness

Query:

What is CRM software?

Observed behavior:

• classified as intent.type=informational
• classified as decision_phase=awareness
• fell back because confidence is below the demo threshold
• system decision sets monetization_eligibility=not_allowed

Why fallback happened:

• the phase is sensible, but the combined confidence is still too low for monetization decisions

2. Commercial Comparison

Query:

Compare AI search monetization platforms for publishers

Observed behavior:

• classified as intent.type=commercial
• classified as decision_phase=consideration
• still falls back due low confidence
• opportunity remains none because fallback takes precedence

Why fallback happened:

• the underlying labels are directionally right, but the frozen baseline is intentionally conservative

3. Post-Purchase Setup

Query:

How do I set up my new CRM?

Observed behavior:

• classified as decision_phase=post_purchase
• treated as low-confidence informational setup behavior
• system decision stays restricted

Why fallback happened:

• the system recognizes the lifecycle stage, but confidence is not high enough to remove fallback

4. Support / Sensitive

Query:

I cannot log into my account

Observed behavior:

• classified as decision_phase=support
• intent-type falls into personal_reflection in v0.1
• fallback applies with policy_default
• monetization is blocked

Why fallback happened:

• this is a known limitation of the intent-type head and exactly the kind of case that should fail safe