Simulated Peer Feedback

Understand How Your Message Lands

Get feedback from three AI personas simulating how different audience members interpret your presentation. See what sticks, what gets lost, and what might be misunderstood.

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The Feedback Framework

Structured Feedback That Reveals Clarity Issues

Each AI persona answers five carefully designed questions to simulate how real audience members process your presentation.

01

Primary Understanding

What the listener understood in their own words—what you're doing, how, findings, and significance.

02

Alternate Interpretation

A plausible different understanding someone else might have. Reveals ambiguity in your message.

03

Confidence Rating

How confident the persona is in their understanding (1-10 scale). Low scores signal confusion.

04

Audience Distribution

Estimated percentage who would share the primary vs alternate understanding.

05

Follow-up Questions

Three questions the persona would ask for clarification. Shows what's missing.

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Run multiple times to see how interpretations vary

Three Perspectives

Feedback From Diverse Audience Types

Each persona simulates a different type of listener you might encounter at a conference, defense, or stakeholder meeting.

Field Expert

In Your Discipline

Deeply familiar with your methodology, terminology, and the state of the field. Catches technical nuances others miss.

Technical accuracy
Methodological rigor
Literature awareness

Adjacent Expert

Related Field

Similar academic background but different specialty. Tests whether your work translates across subdisciplines.

Cross-disciplinary clarity
Broader implications
Jargon accessibility

Educated Outsider

Different Background

Intelligent professional from a completely different field. Reveals whether your core message is universally clear.

Core message clarity
Real-world relevance
Accessible language

The Key Insight

"Imperfect memory simulation reveals what truly resonates—and what gets lost."

Our AI doesn't have perfect recall. Just like real audiences, it forgets details, conflates ideas, and fills gaps with assumptions. This imperfection is the feature, not the bug.

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Pricing

Simple, Transparent Pricing

Start with 1 free session, buy credits when you need more

Single Credit

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$5
  • 1 analysis credit
  • Works across all 3 tools
  • Full AI-powered feedback
  • PDF exports included
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$20
  • 5 analysis credits
  • Works across all 3 tools
  • Priority AI processing
  • Save $5 vs single credits
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Pack of 10

Best value

$35
  • 10 analysis credits
  • Works across all 3 tools
  • Priority AI processing
  • Save $15 vs single credits
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