Expected Parrot

Expected Parrot

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Teaching AI simulations? Get free credits for your students and research projects.
We have ready-to-use materials for teaching LLM-based simulations with our open-source tools, and free credits for getting started. Earn more free…
 • Expected Parrot and Robin Horton
How to launch a survey with LLMs and humans
Our tools let you design and run the same survey with AI agents and human respondents, and seamlessly compare results.
 • Expected Parrot and Robin Horton
Bring your own keys or mix and match
A key feature of Expected Parrot is that you can always use your own keys for LLMs and human participant platforms, or you can use your Expected Parrot…
 • Expected Parrot and Robin Horton
Why AI social simulations will be transformative
The Simulmatics corporation, founded in 1959, aimed to predict the future using simulations (it's right there in the company name).
 • Expected Parrot and John Horton
Do I have time for this?
Our tools look technical and emphasize tinkering over quick answers. Here's why I still think you should try them.
 • Expected Parrot and Robin Horton
Validate your LLM answers with real respondents
Here's a quick example of methods for generating a web-based version of your LLM survey and analyzing human and LLM responses together at your…
 • Expected Parrot and Robin Horton
How to retrieve, combine & query your saved results with SQL
Quick methods for accessing and analyzing your automatically stored results from anywhere.
 • Expected Parrot and Robin Horton
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