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Practicing physician evaluates clinical vignettes and AI-generated medical content to improve medical AI systems through structured feedback and adjudication.
Please submit your CV in English and indicate your level of English proficiency.
Mindrift connects specialists with project-based AI opportunities for leading tech companies, focused on testing, evaluating, and improving AI systems. Participation is project-based.
What this opportunity involves
We’re looking for US-based, actively practicing physicians (MD/DO) to evaluate clinical EHR vignettes for a medical AI evaluation program. General and internal medicine are our main focus. While each project involves unique tasks, contributors may:
If you’re a practicing physician ready to take on this challenging and engaging project, join us!
What we look for
This opportunity is a good fit for US-based physicians open to part-time, non-permanent projects. Ideally, contributors will have:
This opportunity is not fit to medical students, unlicensed medical graduates, non-physician clinicians (NPs, PAs, nurses, pharmacists), or non-clinical healthcare titles.
Project time expectations
For this project, tasks are estimated to require around 10-20 hours per week during active phases, based on project requirements. This is an estimate, not a guaranteed workload, and applies only while the project is active. Tasks must be submitted by the deadline and meet the listed acceptance criteria to be accepted.
Compensation
Paid per accepted task. Your rate depends on the qualification tier you reach and how efficiently you complete tasks — up to the equivalent of $70/hr. Because payment is per approved task, a faster pace raises your effective hourly rate.
Evaluate and test AI chatbots through structured interactions, providing feedback and ratings to improve model performance and safety.
Productive Playhouse is building a talent pool of Egyptian Arabic speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluate and test AI chatbots through structured interactions, providing feedback to improve model performance and safety.
Productive Playhouse is building a talent pool of Hindi speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluate and test AI chatbots through structured interactions, providing feedback and ratings to improve model performance and safety.
Productive Playhouse is building a talent pool of French speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluates AI chatbots and language models through structured testing, conversations, and ratings to improve model quality and safety.
Productive Playhouse is building a talent pool of Spanish (LatAm) speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluate and test AI chatbots through structured interactions, providing feedback and ratings to improve model quality and safety.
Productive Playhouse is building a talent pool of Japanese speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluate and test AI chatbots through structured interactions, providing ratings and feedback to improve model performance and safety.
Productive Playhouse is building a talent pool of Indonesian speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluate and test AI chatbots through structured interactions, providing feedback and ratings to improve model performance and safety.
Productive Playhouse is building a talent pool of Indian English speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluate and test AI chatbots through structured interactions, providing feedback and ratings to improve model performance and safety.
Productive Playhouse is building a talent pool of Brazilian Portuguese speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluates AI chatbots through structured text and voice interactions, rating their quality, safety, and helpfulness in Egyptian Arabic.
Productive Playhouse is building a talent pool of Egyptian Arabic speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluates Hindi AI chatbots through structured conversations, ratings, write-ups, screenshots, and recordings to improve model quality and safety.
Productive Playhouse is building a talent pool of Hindi speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluates AI chatbots through structured conversations, ratings, and written or recorded feedback to improve model quality and safety.
Productive Playhouse is building a talent pool of French speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluates AI chatbots through structured conversations, ratings, and written or recorded feedback to improve model quality.
Productive Playhouse is building a talent pool of Spanish (LatAm) speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluates AI chatbots through structured Japanese conversations, rates their quality and safety, and submits feedback, recordings, or written deliverables.
Productive Playhouse is building a talent pool of Japanese speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluates AI chatbots through structured conversations, ratings, and written or recorded feedback to improve model quality.
Productive Playhouse is building a talent pool of Indonesian speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluates AI chatbots through structured conversations, ratings, written feedback, screenshots, and recorded voice interactions.
Productive Playhouse is building a talent pool of Indian English speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluates AI chatbots through structured conversations, ratings, recordings, and written feedback to improve model quality and safety.
Productive Playhouse is building a talent pool of Brazilian Portuguese speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Evaluates AI chatbots through structured conversations, ratings, and written or recorded feedback to improve model quality and safety.
Productive Playhouse is building a talent pool of Brazilian Portuguese speakers for an upcoming project testing and evaluating leading AI chatbots. The objective is to enhance response quality through direct user interaction with the various AI models. While the project has not yet launched, we are actively reviewing applications to build a pool of qualified candidates. If selected, you’ll be among the first we contact when the project goes live. Apply today to be considered!
Open to freelancers based outside the U.S.
This is more than one job. Apply once, and we’ll keep you in mind for this project — and future ones that need your language skills.
We’re looking for independent contractor engagement (task-based - project-based).
As an AI Evaluator, you’ll play a critical role in shaping and improving the next generation of Generative AI. You’ll participate in structured, hands-on evaluations by interacting directly with various AI models to assess their capabilities, safety, and helpfulness. Your insights and data will directly inform model development and optimization.
Exact tasks vary by project and will be spelled out in that project’s Statement of Work (SOW) before you start. Depending on the role, your work may include:
Your language skills are the whole point — and this project pays for them
Apply once, get contacted directly when a spot opens — no chasing
Work from anywhere, on your own schedule, alongside any other work you do
Clear task specs, no ongoing oversight, no micromanagement
Real project experience with a global data and language services company
Work that actually improves how AI understands your language
We started by teaching kids through award-winning programming. We grew into a global data and language services company trusted by clients worldwide. But the mission never changed: keep language alive.
Transcription, translation, localization, linguistic analysis, AI evaluation — it all comes back to preserving languages and the cultures they carry.
All engagements are contingent upon successful completion of identity verification. Productive Playhouse is an equal opportunity organization headquartered in California and committed to diversity and inclusion across our global workforce. We welcome applicants of all backgrounds and abilities, regardless of location or engagement type. For accommodations or inquiries, please contact HR.
Provides Assamese language expertise to support AI research lab projects on a part-time basis.
Evaluates clinical AI outputs and reasoning, scores medical benchmark cases, identifies errors, and writes rationales as a licensed physician.
Please submit your CV in English and indicate your level of English proficiency.
Mindrift connects specialists with project-based AI opportunities for leading tech companies, focused on testing, evaluating, and improving AI systems. Participation is project-based.
What this opportunity involves
We’re looking for US-based, actively practicing physicians (MD/DO) to evaluate clinical EHR vignettes for a medical AI evaluation program. General and internal medicine are our main focus. While each project involves unique tasks, contributors may:
If you’re a practicing physician ready to take on this challenging and engaging project, join us!
What we look for
This opportunity is a good fit for US-based physicians open to part-time, non-permanent projects. Ideally, contributors will have:
This opportunity is not fit to medical students, unlicensed medical graduates, non-physician clinicians (NPs, PAs, nurses, pharmacists), or non-clinical healthcare titles.
Project time expectations
For this project, tasks are estimated to require around 10-20 hours per week during active phases, based on project requirements. This is an estimate, not a guaranteed workload, and applies only while the project is active. Tasks must be submitted by the deadline and meet the listed acceptance criteria to be accepted.
Compensation
Paid per accepted task. Your rate depends on the qualification tier you reach and how efficiently you complete tasks — up to the equivalent of $70/hr. Because payment is per approved task, a faster pace raises your effective hourly rate.
