Professionals: Designing Challenging AI Prompts
$20/task as listed
- Listed pay
- $20/task as listed
- Field
- Writing
- Languages
- English
- Where
- United States
- Type
- Contract, remote
- Posted on Terac
- First seen here
- 9 October 2026
Summary
We're running a paid study to build a bench of people who are exceptionally good at designing tasks that expose AI model limitations. By turning real-world workflows into demanding requests, we...
From the Terac listing
We're running a paid study to build a bench of people who are exceptionally good at designing tasks that expose AI model limitations. By turning real-world workflows into demanding requests, we can better evaluate where current models break down. This initial trial helps us identify individuals suited for ongoing prompt engineering and evaluation work.
How It Works
You will spend about an hour translating a complex workflow from your job or personal life into a demanding prompt that requires reasoning and real-world lookup. After running it in ChatGPT to identify where the model fails, you will refine the prompt until it breaks the system. Finally, you will write a clear grading rubric that a stranger could use to evaluate any AI's attempt at your task. This entire process is screen-recorded, as we are assessing your thought process just as much as the final submitted files.
Who This Is For
We welcome professionals, domain experts, and power users who have deep knowledge of specific workflows. You need to be capable of evaluating an AI's output within seconds and comfortable working on a laptop or desktop with a ChatGPT account. Candidates who excel at this trial will be considered for a long-term bench of evaluators.
What You'll Do
- Pick a familiar workflow and convert it into a demanding AI prompt
- Test your prompt in ChatGPT to find failure points, making it harder if the AI succeeds
- Write a comprehensive rubric for grading the AI's performance
- Share your screen, camera, and microphone while completing the task
- Submit your prompt, failure notes, rubric, and the generated output file
Who Should Apply
- Deep familiarity with a specific professional or personal workflow
- Ability to quickly evaluate the accuracy and quality of AI outputs
- Access to a laptop or desktop computer
- An active ChatGPT account
- Comfortable being screen-recorded while thinking through complex tasks
Compensation
$20 one-time
Ready to participate?
About Terac
Terac is building the world's largest pool of vetted human experts for AI. Researchers, AI labs, and product teams use Terac to recruit, screen, and pay study participants across industries, languages, and skill sets.
Learn more at terac.com or on YouTube at @jointerac.
Text above is the platform's own listing, shown as published. Check the details on Terac before applying.
Prepare for the assessment
Practice questions and what each platform says about its screening for this kind of role:
Terms in this listing
- Prompt
- The input given to a model: a question, an instruction or a conversation so far.
- Rubric
- A written list of criteria and scores used to judge a response, for example accuracy, instruction following and tone, each with clear pass or fail descriptions.
- Domain expert
- Someone hired for professional knowledge in a field, such as law, medicine or engineering, to write or judge expert-level tasks.
How applying on Terac works
You create an expert account on Terac and then apply to individual opportunities. Terac's documentation says anyone with an account can take part in its referral scheme without having completed opportunities themselves (referral policy). A sitemap sample also showed that closed listings can stay online and read "This listing has closed", so a stale page is not a live opening (Terac sitemap).
Related roles
Photography Evaluators: Paid Task on Image Quality and Brand Guidelines
$60/hr as listed
- Writing
- English
- United States
UX and Product Leaders: Customer Research Workflows
$21/task as listed
- Writing
- English
- United States
UX Researchers: Feedback on a Study Creation Workflow
$10/task as listed
- Writing
- English
- United States
Journalist/Writer
$90-140/hr as listed
- Writing
- English
- 58 countries
Educator/ Assessor Writer
$90-140/hr as listed
- Writing
- English
- 58 countries