Run your strategy in code
before you spend on media.
One simulation engine for GEO diagnostics, MOT strategy, creative & concept testing, and audience research—so decisions are backed by evidence, not guesswork.
Credible by design
Grounded in real-world data, behavioral science, and validation loops.
Massive Real-User Data Training
Trained on millions of real consumer behavior data points to ensure the model understands authentic user thinking patterns.
Multi-Validation Process
Continuous optimization through rigorous comparison with actual consumer research results to enhance model precision.
Expert Theoretical Foundation
Integrates consumer psychology and behavioral economics to ensure simulations align with human decision-making laws.
A new research baseline
From small-sample, manual studies to scalable simulations you can iterate daily.
Traditional Approach
Relies on face-to-face interviews, focus groups, and field surveys. While effective, these methods are often slow, expensive, and limited by sample size and human bias.
Consumer Agents
AI simulates real user behavior based on massive datasets. It provides faster, comprehensive insights across infinite scenarios, free from social desirability bias.
From "Static Labels" to "Dynamic Souls"
Three-Dimensional Data Fusion creating comprehensive human cognitive models.
Cross-Platform Base Profile
Full-scale data from E-commerce, social media, and 1st-party CDP.
Explicit Layer: Preferences like "SUV under $50k"
AI Deep Interviews (Profile+)
6,000-word deep-dive transcripts to uncover hidden logic and values.
Implicit Layer: Decision rules and BFI Big Five traits
Contextual Sensing
Real-time calibration based on platform algorithm trends and "disinterest" feedback.
Emotional Layer: Narrative analysis of memories
Research & Evidence Academic Backing
Our simulation accuracy is backed by peer-reviewed research and benchmarked against real-world datasets.
Parallel Research Comparison
Real Users vs. AI Consumers
Conducting simultaneous research on identical topics reveals that AI consumer insights align with real user conclusions 91% of the time, providing a reliable proxy for human decision-making.
Blind Test Assessment
Expert Discernment Test
Professional researchers are unable to reliably distinguish between feedback from real users and AI consumers. A 58% identification rate indicates the simulation is virtually indistinguishable from reality.
Academic Foundation
Generative Agent Simulations of 1,000 People
“Generative agent simulations replicate participants' responses on the General Social Survey 85% as accurately as participants replicate their own answers.”
Key Findings
- Replicates individual attitudes with 85% normalized accuracy matching human self-consistency.
- Achieves 0.80 normalized correlation on Big Five personality traits.
- Interview-based agents significantly outperform demographic-based baselines.
Five scenarios.
One simulation engine.
Pick a workflow to diagnose, optimize, validate, or predict—then get a report you can act on.
GEO Diagnostic
Generative Engine Optimization
Deep dive into market needs, behaviors, and opportunity gaps.
MOT Strategy
Moment of Truth
Identify and optimize critical Moments of Truth using Peak-End Rule.
Creative Testing
Pre-launch Optimization
Feedback on messaging and creative assets before full launch.
Concept Testing
Concept Validation
Validate early ideas or prototypes before full development.
Swarm Research
Audience Simulation
Understanding of brand perception, trust, associations, and emotional impact.
Monitor brand visibility and mention rates across generative AI platforms like ChatGPT and DeepSeek.
Key Features
Track high-frequency keywords, source preferences, and automated optimization recommendations.
Key Metric
85%
Strategic Value
Ensure your brand remains visible, trustworthy, and recommended during AI-driven discovery.
Unified Soul Engine
90% core module reuse rate. The more you use the platform, the more efficient it becomes.
Teams ship with confidence
How marketers and researchers use Mainland to decide faster—with less risk.
"Mainland's Context Awareness feature completely transformed how we understand our customers. The digital twins actually evolve with real-time trends - it's like having a living focus group."
"The 90% accuracy claim isn't just marketing speak - we validated it against our existing customer research. The RoleSim technology delivers insights our traditional methods missed."
"What sets Mainland apart is the depth. While other tools give surface-level personas, their Expert Agent interviews revealed psychological drivers that transformed our product strategy."
See your next decision before it happens
Tell us your scenario. We’ll show the workflow and a sample report for your brand.