AI-Native Role Simulation and User Research OS
A sophisticated Multi-Agent collaboration system that constructs digital twins with explicit traits, implicit logic, and emotional resonance.
Try AI Consumers
Explore Mainland.AI, our population simulation module built on global demographic, enterprise CDP, social media, and e-commerce platform data.
Run live simulations across 100,000+ AI consumer digital twins.
Try it now.Modular Architecture
From foundational consumer simulation to advanced multi-agent scheduling and vertical application scenarios.
Five Application Scenarios
Layer 03GEO Diagnosis, MOT Strategy, Creative Testing, Concept Validation, Swarm Research Testing.
Multi-Agent Task Scheduling
Layer 02Flexible combination of Simulation, Observation, Task Breakdown, Analysis, and Report Agents.
Consumer Simulation & Soul Construction
Layer 01Three-layer modeling: Digital Twin Construction, Expert Agent Interviews (Profile+), and Dynamic Learning.
High-Fidelity Consumer Simulation
Achieves >90% restoration accuracy. Uses demographics & brand data to build profiles, refined by 20-question deep interviews with 4 Expert Agents.
Flexible Sample Configuration
Supports 1-50 Profiles per AI Group. Flexible configuration to adapt to different scales of consumer research and GEO monitoring needs.
Low-Cost Consumer Research
Reduces costs by >80% compared to traditional surveys. Completes the full process from Profile construction to diagnosis in hours.
Group Chat Task Execution
Seamless switching between 1v1 and Group chats. Complete consumer insights and task execution directly within a chat interface.
Native OpenClaw Integration
Zero development cost. Directly connects with OpenClaw execution engine, reusing mature Skills/MCP capabilities for industry-leading efficiency.
Real-Time Process Visibility
WebSocket real-time push. Monitor task execution, sub-steps, and execution logs in real-time on the frontend.
The Cognitive Core
Three layers of simulation that move beyond simple labels to authentic human behavior.
Deep-dive interviews by specialized agents to uncover hidden decision logic.: Psychologist
Real-time Metrics
Big Five Personality Traits (OCEAN)
Insight: Subject exhibits high self-efficacy (Internal Locus of Control) but significant status anxiety. Social support is deep but narrow, indicating vulnerability to isolation during major crises.
Enterprise-Grade Security and Scalability
Data Masking
Multi-layer One-ID encryption to ensure global compliance.
Private Deployment
Available for Enterprise clients requiring localized model training and data residency.
API Ecosystem
Flexible interfaces to inject simulation capabilities directly into existing CRM or CDP systems.
Real-world data 91% accurate.
Mainland.AI outperforms leading general-purpose AI models in predicting real consumer decisions, delivering more reliable, consensus-driven outcomes.
Most AI tools amplify the extremes. Mainland.AI finds the consensus, and consensus drives adoption.
Success Rate at predicting Customer behavior based on values, price, and habit.
See your next decision before it happens
Tell us your scenario. We’ll show the workflow and a sample report for your brand.