> ## Documentation Index
> Fetch the complete documentation index at: https://docs.lindy.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Focus Group Simulator

> Create a virtual focus group with multiple personas to iterate on marketing copy until it resonates perfectly.

<div style={{ display: 'flex', justifyContent: 'center', margin: '2rem 0' }}>
  <div className="video-card">
    <video src="https://mintcdn.com/lindyai/L8EbTq29UAhLQUCl/lindy-brand-assets/mt_focus_group_simulator.mp4?fit=max&auto=format&n=L8EbTq29UAhLQUCl&q=85&s=54971eec6842d7dd0e612e82282b36a3" width="600" autoPlay muted loop playsInline style={{ display: 'block', width: '100%', borderRadius: '16px' }} data-path="lindy-brand-assets/mt_focus_group_simulator.mp4" />
  </div>
</div>

You can use the [focus group template](https://chat.lindy.ai/home/?templateId=68759ad92b44a92d1fef076a) to get started.

## Quick Overview

This Marketing Focus Group flow lets your agent:

* **Simulate** a focus group discussion with distinct personas
* **Iterate** on marketing copy based on participant feedback
* **Score** each version for excitement and confusion levels
* **Refine** automatically until all participants are satisfied
* **Deliver** the final, polished marketing message

## Setting Up Your Focus Group

### Step 1: Configure the Trigger

<Frame>
  <img src="https://mintcdn.com/lindyai/vTETa6Bb9Fi7xfg7/lindy-brand-assets/focus-group-trigger.png?fit=max&auto=format&n=vTETa6Bb9Fi7xfg7&q=85&s=0a464d753e6a168032c69c040c0ef464" alt="Chat message trigger" width="2870" height="1870" data-path="lindy-brand-assets/focus-group-trigger.png" />
</Frame>

The workflow begins with a `Chat Message Received` trigger. This allows you to initiate the focus group by sending your initial marketing copy in the task view.

No additional configuration needed—just send your copy to get started.

### Step 2: Create Focus Group Participants

<Frame>
  <img src="https://mintcdn.com/lindyai/vTETa6Bb9Fi7xfg7/lindy-brand-assets/focus-group-personas.png?fit=max&auto=format&n=vTETa6Bb9Fi7xfg7&q=85&s=6e4b2d5c575300e63f500e3fbbbc2ad2" alt="Focus group personas setup" width="1760" height="1210" data-path="lindy-brand-assets/focus-group-personas.png" />
</Frame>

You'll see three `Chat Send Message` actions representing your focus group:

**1. Focus Group Manager (Johnny)**

* Role: Iterates on copy based on feedback
* Manages the refinement process
* Synthesizes participant input

**2. Participant #1 (Tinkerer Tommy)**

* Persona: 30-year-old solopreneur
* Perspective: Technical, detail-oriented
* Values: Clarity and innovation

**3. Participant #2 (Savvy Sarah)**

* Persona: 45-year-old marketing director
* Perspective: Strategic, brand-focused
* Values: ROI and market positioning

We recommend creating personas that match your ICP!

### Step 3: Set Up Feedback Ratings

<Frame>
  <img src="https://mintcdn.com/lindyai/vTETa6Bb9Fi7xfg7/lindy-brand-assets/focus-group-scoring.png?fit=max&auto=format&n=vTETa6Bb9Fi7xfg7&q=85&s=73aaa01c5cd782f76e207c5445448daf" alt="Scoring system configuration" width="2126" height="1284" data-path="lindy-brand-assets/focus-group-scoring.png" />
</Frame>

Each participant provides two scores per iteration:

* **Excitement Score**: How compelling is the copy? (0-10)
* **Confusion Score**: How clear is the message? (0-10)

Target: 10/10 excitement, 2/10 or less confusion from ALL participants.

### Step 4: Configure Iteration Logic

<Frame>
  <img src="https://mintcdn.com/lindyai/vTETa6Bb9Fi7xfg7/lindy-brand-assets/focus-group-iterations.png?fit=max&auto=format&n=vTETa6Bb9Fi7xfg7&q=85&s=b2c9ed553bf8e95938b47b08a1248527" alt="Iteration conditions" width="2204" height="1286" data-path="lindy-brand-assets/focus-group-iterations.png" />
</Frame>

Add a `Condition` step that ensures:

* Minimum 3 rounds of iteration
* Continue if less than 3 rounds completed
* Proceed to quality check after 3+ rounds

This guarantees thorough refinement while preventing endless loops.

### Step 5: Quality Check Conditions

<Frame>
  <img src="https://mintcdn.com/lindyai/vTETa6Bb9Fi7xfg7/lindy-brand-assets/focus-group-alignment.png?fit=max&auto=format&n=vTETa6Bb9Fi7xfg7&q=85&s=0d2f888a98279fb04911fdc9b846eb9d" alt="Success criteria conditions" width="2172" height="1464" data-path="lindy-brand-assets/focus-group-alignment.png" />
</Frame>

Add another `Condition` to check if:

* ALL participants rate 10/10 excitement
* ALL participants rate 2/10 or less confusion

If criteria not met → continue iterating
If criteria met → proceed to final delivery

### Step 6: Victory Message & Final Copy

<Frame>
  <img src="https://mintcdn.com/lindyai/vTETa6Bb9Fi7xfg7/lindy-brand-assets/focus-group-final.png?fit=max&auto=format&n=vTETa6Bb9Fi7xfg7&q=85&s=c19d120caf8a3a309b231ac34678054f" alt="Final output configuration" width="2144" height="1414" data-path="lindy-brand-assets/focus-group-final.png" />
</Frame>

1. `Chat Send Message` with victory confirmation:
   ```
   Victory! Explain the final positioning and summarize the whole conversation — what worked, what didn't. Be concise, no yapping.
   ```

2. `AI Agent` to deliver final copy:
   ```
   Send the user the final copy so they can copy and paste it. The user MUST receive the complete, final copy after revisions.
   ```

## Advanced Customizations

| Feature                   | What it does                                              |
| ------------------------- | --------------------------------------------------------- |
| Additional Personas       | Add more participants for broader perspectives            |
| Industry-Specific Roles   | Customize personas to match your target audience          |
| Multi-Language Testing    | Create personas that evaluate copy in different languages |
| Channel-Specific Feedback | Test how copy performs for email vs. social vs. web       |
| Compliance Checker        | Add a legal/compliance persona for regulated industries   |

## Best Practices

<AccordionGroup>
  <Accordion title="Define Clear Personas">
    Make each participant distinct with specific backgrounds, pain points, and evaluation criteria.
  </Accordion>

  <Accordion title="Start with Rough Copy">
    Don't over-polish before testing—let the focus group refine from an early draft.
  </Accordion>

  <Accordion title="Customize Success Metrics">
    Adjust excitement/confusion thresholds based on your brand and audience. You can also lower the threshold to decrease the number of iterations performed.
  </Accordion>

  <Accordion title="Save Winning Formulas">
    Archive successful copy patterns in your Knowledge Base for future reference.
  </Accordion>
</AccordionGroup>

## Next Steps

<CardGroup cols={2}>
  <Card title="Competitive Content Analysis" href="/use-cases/marketing/competitive-content-analysis" icon="magnifying-glass">
    Analyze competitor messaging strategies
  </Card>

  <Card title="Agent Steps" href="/fundamentals/lindy-101/ai-agents" icon="brain-circuit">
    Build sophisticated persona simulation workflows
  </Card>

  <Card title="Prompt Guide" href="/fundamentals/lindy-101/prompt-guide" icon="pen-to-square">
    Write better prompts for realistic personas
  </Card>

  <Card title="Test Panel" href="/testing/test-panel" icon="play">
    Test your focus group setups
  </Card>
</CardGroup>
