Opinion Simulation

Test how the world would react to your content, product, or policy before you launch. Lims spawn hundreds of diverse AI personas to simulate authentic public reaction.

Running a Simulation

1. Navigate to the Simulation page in your studio
2. Enter the content you want to test — a product announcement, marketing campaign, brand statement, or policy proposal
3. Select the simulation type and optional target audience tags
4. Click "Launch Simulation" — lims spawn 50+ diverse personas

What You Get

• Sentiment Distribution — visual breakdown of positive, neutral, and negative reactions
• Overall Score — 0-100 composite rating of how well the content would be received
• Key Findings — top insights extracted from across all persona reactions
• Risk Alerts — potential PR crises, backlash vectors, and polarizing elements
• Sample Reactions — individual persona reactions with demographic context
• Recommendations — actionable suggestions to improve the content before launch

Persona Diversity

Simulated personas span demographic segments, political leanings, professional backgrounds, cultural contexts, and psychographic profiles. Each generates authentic reactions reflecting their worldview and communication style.

Use Cases

• Pre-launch product announcements
• Marketing campaign testing
• Brand statement sensitivity checks
• Policy or pricing change impact assessment
• Content controversy screening