Our Panel Overview
We collect ChatGPT conversations through voluntary opt-in from users accessing our platform. For transparency, we're sharing the demographic characteristics of our panel so you understand what our conversation data represents and how it was gathered.
We collect thousands of ChatGPT conversations through our platform and believe in transparency about our data sources. Our data represents the latest user behaviors from late 2024 through early 2025, capturing usage patterns with the newest AI models and features. Here are the key demographic characteristics of our conversation panel, so you understand what our insights and analysis are based on.
How We Collect Our Panel Data
We collect ChatGPT conversations through voluntary opt-in from users accessing our platform. Users typically find us by seeking free access to premium models and features. Our panel therefore includes many Reddit users, early AI adopters, and technically-oriented individuals who actively seek out AI tools and optimization platforms.
Panel Characteristics
Our panel skews male, technical, and toward early adopters. This reflects the nature of how users discover our platform - through AI optimization communities and technical forums. We're sharing these characteristics so you understand the context behind our conversation data and insights.
Geographic Distribution
Here's the geographic breakdown of our panel based on IP address locations of users accessing our platform:
Global Data Coverage
Sample of Countries with Data Available
Our panel spans multiple countries with strong representation from North America, Europe, and Asia, reflecting our platform's international reach within technical and AI optimization communities. The geographic distribution differs from general ChatGPT usage due to our focus on serving AI optimization professionals and early adopters who discover our platform through specialized channels.
Language Distribution
Here's the language breakdown across conversations in our panel:
Language Distribution
English dominance reflects our panel's technical focus and the nature of AI optimization communities. The presence of Spanish, German, and French aligns with our geographic distribution patterns shown above.
Model Usage Distribution
2024-2025 Latest Models Dominance
Our panel heavily favors the newest ChatGPT models released in late 2024 and early 2025, reflecting our user base's preference for cutting-edge AI capabilities and premium access.
ChatGPT model preferences show remarkable adoption of the latest releases, with GPT-4o variants representing 81% of all interactions and o3 models accounting for 18% of conversations. Only 1% use legacy models. This distribution is dramatically different from general ChatGPT usage patterns and reflects our user base's early adoption of premium features. This aligns with our detailed analysis in ourcomprehensive model usage study.
Live Model Usage Dashboard
Here's our real-time breakdown of model usage across our panel, updated automatically:
Current Model Preferences (Q4 2024 - Q1 2025)
User Intent Patterns
Here's how conversation purposes break down across our panel:
Methodology Note
These intent categories required detailed analysis work and are estimates based on a subset of our conversation data. We may revise these classifications as we refine our analysis methodology and expand our sample coverage.
User Intent Distribution
AI Optimization & Assistant Use
Users seeking AI tools optimization, prompt engineering, and general assistant functions across various domains
Business & Marketing Analysis
Marketing strategy, business analysis, and commercial decision-making queries
Technical Development
Programming assistance, API integration, and technical optimization projects
Research & Information
Market research, competitive analysis, and information gathering
Content & Creative Work
Content creation, copywriting, and creative project assistance
Platform-Specific Queries
Questions about our platform features, premium model access, and optimization tools
AI optimization and assistant use cases dominate our panel at 57.3%, reflecting our platform's focus on helping users maximize AI tool effectiveness. The high proportion of business & marketing analysis (16.8%) and technical development (9.4%) queries demonstrates our user base's professional orientation. Platform-specific queries (3.4%) are unique to our service and wouldn't appear in general ChatGPT datasets, highlighting how our panel differs from broader user populations.
Conversation Characteristics
Conversation flow analysis reveals patterns in how users structure their interactions with ChatGPT:
Conversation Characteristics
Quick Queries
Single-turn interactions for focused tasks
Extended Sessions
Multi-turn conversations for complex optimization
Deep Dives
Sessions with 10+ turns for thorough analysis
Premium Model Usage
Users preferring GPT-4o and newer models
Our platform shows a strong preference for quick, focused interactions (62% single-turn), but with high engagement for complex optimization tasks (38% multi-turn sessions). The 8.7% deep dive rate for 10+ turn conversations reflects users working through detailed AI optimization challenges. Notably, 89% of our users prefer premium models (GPT-4o, o3), demonstrating the value-conscious, performance-oriented nature of our panel compared to general ChatGPT usage patterns.
Platform and Timing Patterns
Usage patterns reveal interesting insights about when and how users access ChatGPT:
Weekly Usage Patterns
Device Preferences
Privacy and Data Processing
Data privacy and user protection were prioritized throughout the collection and analysis process:
Privacy Protection Measures
- ✓User Consent: Explicit agreement was obtained through a comprehensive consent mechanism before any data collection
- ✓PII Anonymization: Advanced anonymization techniques were applied to identify and remove personally identifiable information from all conversations
- ✓Content Filtering: Inappropriate content was identified and removed, representing approximately 10% of collected conversations
- ✓Multilingual Processing: Privacy protection was applied across multiple languages including English, Spanish, German, French, and other European languages
- ✓Authentic Preservation: Spelling and typographical errors were preserved to maintain conversational authenticity
Panel Summary
Our conversation panel represents a specific segment of ChatGPT users - primarily technical, early adopters who actively seek out AI tools and optimization platforms. This gives us valuable insights into how this particular group interacts with ChatGPT.
The geographic and language concentrations reflect the communities where our platform gains traction - technical forums, AI optimization communities, and early adopter networks.
Why We Share This Data
Transparency about our data sources is important. When we publish insights about ChatGPT conversations, we want you to understand exactly what our panel looks like and how the data was collected. This context helps you better interpret our findings and analysis.
This demographic overview provides context for all our ChatGPT conversation insights and analysis. We believe in being transparent about our data collection methods and panel characteristics so you can better understand and interpret our findings.
Explore More AI Usage Research
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Ben Tannenbaum
Founder of Aiso, specializing in AI conversation analysis and user behavior research. Focused on understanding demographic patterns in AI adoption and helping organizations navigate the evolving landscape of AI-powered interactions.
Learn more about Ben →