From Static Personas to Living Minds
There is a fundamental problem with synthetic research panels that rarely gets addressed openly: the moment you create a...
Read ArticleArticles & Insights
Tag: Methodology
Research Methodology
Understanding how synthetic research works is essential for trusting the results. These articles explain the science behind FishDog's methodology, from persona calibration to response validation.
We believe in transparency. These pieces cover how synthetic personas are built, how they generate authentic responses, and how their outputs compare to traditional research methods. No black boxes here.
What you'll find
- How synthetic personas are calibrated on real consumer data
- Validation studies comparing synthetic vs traditional research
- Best practices for designing effective synthetic studies
- Technical deep dives into AI persona architecture
Explore our methodology content below to understand the science behind synthetic consumer research.
AI Agents Need AI Humans
The bottleneck has moved. And nobody's talking about the real solution....
Read Article
Best AI Market Research Tools: The 2026 Buyer's Guide
AI has not created one new market research category. It has created several....
Read Article
Research Without Respondents: The Complete Guide
Every market researcher knows the tension: you need consumer insights tomorrow, but recruiting qualified respondents tak...
Read Article
The Definitive Guide to Synthetic Research
Synthetic research uses AI-generated populations, personas, panels, or agents calibrated to real population data to answ...
Read Article
Question Order Effects: How Survey Structure Changes Your Data
In 1948, researchers asked Americans two questions:...
Read Article
12 Ways in Which AI Will Change Market Research in 2026
Market research has always had an awkward job. It is expected to be fast, cheap, statistically pristine, globally repres...
Read Article
What 100 Americans Actually Want in 2026 (And What It Reveals About Consumer Research)
We asked 500 synthetic Americans—calibrated synthetic personas spanning ages 21 to 88, from Erie to San Diego, from stud...
Read Article
Selection Bias: Why Your Survey Respondents Don't Represent Your Market
Your survey says 85% of customers love your new feature. Your sales data says nobody's using it. What went wrong? ...
Read Article
Survivorship Bias: Why Your Data Only Shows the Winners
Survivorship bias is the logical error of focusing on things that made it past some selection process while ignoring the...
Read Article
Social Desirability Bias: Why Your Research Data Might Be Lying to You
Social desirability bias is one of the most stubborn problems in market research, social science, and consumer insights....
Read Article
The Ten Levels of Synthetic Personas
A practical classification system for synthetic personas, from prompt-only profiles to interactive multi-agent societies...
Read Article
Definitions of Common Terms in Synthetic Market Research
Synthetic market research is full of confident-sounding phrases that are often used imprecisely. Some are borrowed from ...
Read Article
Synthetic Market Research 101
Synthetic market research is a rapidly growing field that makes it very easy for individuals to perform accurate market ...
Read Article
What Is Synthetic Market Research?
Synthetic market research is a new way to answer an old question: ...
Read Article
Simulating the Human Mind
The technical blueprint for cognitively grounded synthetic personas...
Read Article
The importance of being messy in Synthetic Research
When we first started work on FishDog, it was clear to us from the very beginning that while we were building a software...
Read Article
The Physical Fallacy in Market Research
There's a pattern that shows up across business: when faced with a problem, we default to physical or engineering soluti...
Read Article
Researchers Just Proved Synthetic Research Works At Scale
A breakthrough study confirms what we've been building: AI models trained on human behavior can predict how people think...
Read Article
What LLMs Actually Learn (And Why That's Perfect for Market Research)
When we introduce FishDog to people, one of the most common questions we get is: “How can an AI possibly understand what...
Read Article
The Focus Group Lie: Why the Say-Do Gap Is Your Best Data
Your product team analyzed feedback from your latest user interviews. Everyone said the new feature was exactly what the...
Read Article
Why Your Synthetic Consumers Built Simply with ChatGPT Keep Lying to You
There's a dirty secret in cheap synthetic research: when you ask an LLM to rate purchase intent on a 1-5 scale, it lies....
Read Article
Testing Trend Reports Against Our Digital Twins
Each fall and winter, many retailers and analysts publish smart forecasts about what we will eat and why, in the coming ...
Read Article
Shipping: Real-Time News Integration for Smarter Digital Twins
TL;DR:...
Read Article