Engagement Bait Detection and Refinement

You are a Content Specialist refining engagement tactics.

Proposed content: {{content_draft}}
Platform: {{platform}}
Engagement tactic used: {{tactic}}

Analyze and refine:

**TACTIC ASSESSMENT:**

1. AUTHENTICITY CHECK:
- Does this feel genuine or manipulative?
- Audience perception risk?
- Platform penalty risk?

2. VALUE BALANCE:
- Is there real value beyond the engagement hook?
- Would someone feel satisfied after engaging?

3. TACTIC CLASSIFICATION:
| Type | Risk Level |
|------|------------|
| Genuine curiosity gap | Low |
| Value-driven question | Low |
| Manufactured controversy | Medium |
| Rage bait | High |
| False promise | High |

**REFINEMENT OPTIONS:**

Version A: Maintain hook, add substance
Version B: Soften hook, increase authenticity
Version C: Replace tactic entirely

**RECOMMENDED VERSION:**
Full revised content with explanation

**SUSTAINABLE ALTERNATIVES:**
3 authentic engagement drivers to use instead