---
title: "Research | Minds"
canonical_url: "https://getminds.ai/research/overview"
last_updated: "2026-05-18T21:16:02.260Z"
meta:
  description: "Peer-reviewed papers and technical white papers from the Minds research team — on synthetic personas, multi-agent creativity, and AI-driven market research."
  "og:description": "Peer-reviewed papers and technical white papers from the Minds research team — on synthetic personas, multi-agent creativity, and AI-driven market research."
  "og:title": "Research | Minds"
  "twitter:description": "Peer-reviewed papers and technical white papers from the Minds research team — on synthetic personas, multi-agent creativity, and AI-driven market research."
  "twitter:title": "Research | Minds"
---

Minds Team

# **Research**

Peer-reviewed papers and technical white papers from the Minds research team — on synthetic personas, multi-agent creativity, and AI-driven market research.

# Research

We publish peer-reviewed papers and technical white papers on the methods behind Minds. Our research covers synthetic persona design, multi-agent systems, creative diversity in LLM outputs, and the future of AI-driven market research.

## Latest Papers

- [The Spark Effect: On Engineering Creative Diversity in Multi-Agent AI Systems](https://getminds.ai/research/spark-effect-creative-diversity-multi-agent-ai) — Persona-conditioned LLM agents deliver a +4.1 point diversity gain over uniform prompts, closing 82% of the gap to human experts.

## Research Areas

### Synthetic Personas

How do you build AI personas that faithfully represent real-world consumer segments? We study the design, calibration, and validation of synthetic personas for market research.

### Multi-Agent Creativity

Single-agent LLM systems converge on homogeneous outputs. Our multi-agent Spark architecture uses persona-conditioned agents to intentionally diversify ideation — producing outputs that approach human-level creative diversity.

### AI Evaluation & Benchmarking

LLM-as-a-judge protocols are fast but biased. We develop calibration methods that quantify and mitigate evaluator bias against human gold standards.

### Applied Market Research

From concept testing to brand strategy, we study how synthetic panels perform against traditional qualitative research methods — and where the limits are.