Head-to-head comparison
m3 global research community vs better, inc.
better, inc. leads by 13 points on AI adoption score.
m3 global research community
Stage: Early
Key opportunity: Deploy AI-driven survey fraud detection and adaptive sampling to improve panel data quality and reduce fieldwork costs by 20-30%.
Top use cases
- AI Survey Fraud Detection — Use ML to flag bots, speeders, and inconsistent responses in real time, reducing data cleaning costs by 40% and improvin…
- Automated Open-End Coding — Apply NLP to categorize verbatim responses instantly, cutting manual coding time by 80% and enabling same-day deliverabl…
- Adaptive Sampling Engine — Deploy reinforcement learning to dynamically adjust survey invitations based on response rates and quota needs, lowering…
better, inc.
Stage: Mid
Key opportunity: Leveraging generative AI to automate survey analysis and generate real-time consumer insights dashboards, reducing time-to-insight by 80%.
Top use cases
- Automated Survey Coding — Use NLP to categorize open-ended responses and detect sentiment, cutting manual analysis time by 70%.
- Predictive Consumer Behavior — Build ML models to forecast purchase intent and churn, enabling clients to optimize targeting and boost ROI.
- AI Report Generation — Deploy LLMs to draft research reports and executive summaries from raw data, reducing turnaround from days to hours.
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