About the Project

TSMG is looking for Quality control specialists to support an AI language project focused on improving speech recognition systems.

As a QC contributor, you will review completed language annotation tasks and ensure that AI-generated transcripts have been accurately converted into natural, readable display text according to the project guidelines. You will focus on identifying and correcting formatting, punctuation, capitalization, and text normalization issues.

What You Will Do

• Review completed Display Transcription tasks for accuracy and consistency.
• Compare the Display Transcription against the original lexical transcript and project guidelines.
• Verify the correct use of:
  • punctuation;
  • capitalization;
  • numbers, dates, times, and currencies;
  • abbreviations and other text normalization rules.
• Ensure that the original words and meaning have been preserved.
• Identify and correct formatting or guideline-related errors.
• Use the reference audio when necessary to verify ambiguous cases.
• Apply project-specific quality standards consistently.
• Provide accurate feedback and flag recurring issues when required.
• Complete assigned QC tasks within project deadlines and productivity targets.

Requirements

• Excellent written skills in the target language.
• Strong attention to detail and accuracy.
• Good understanding of punctuation, capitalization, and written language conventions.
• Ability to identify inconsistencies and errors in formatted text.
• Ability to follow detailed guidelines and apply them consistently.
• Basic computer skills and a reliable internet connection.
• Ability to work independently and meet quality and productivity targets.
• Previous experience in transcription, proofreading, quality control, annotation, or linguistic projects is a plus.
• Training and project guidelines will be provided before the project starts.

What We Offer

• Opportunity to contribute to the development of AI and speech recognition technologies.
• Flexible project-based work.
• Clear guidelines and training before starting.
• The opportunity to gain experience in AI language data and quality control projects.

We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses and identifying potential inconsistencies or verification signals in application materials based on available information. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.

About the Project

TSMG is looking for Quality control specialists to support an AI language project focused on improving speech recognition systems.

As a QC contributor, you will review completed language annotation tasks and ensure that AI-generated transcripts have been accurately converted into natural, readable display text according to the project guidelines. You will focus on identifying and correcting formatting, punctuation, capitalization, and text normalization issues.

What You Will Do

• Review completed Display Transcription tasks for accuracy and consistency.
• Compare the Display Transcription against the original lexical transcript and project guidelines.
• Verify the correct use of:
  • punctuation;
  • capitalization;
  • numbers, dates, times, and currencies;
  • abbreviations and other text normalization rules.
• Ensure that the original words and meaning have been preserved.
• Identify and correct formatting or guideline-related errors.
• Use the reference audio when necessary to verify ambiguous cases.
• Apply project-specific quality standards consistently.
• Provide accurate feedback and flag recurring issues when required.
• Complete assigned QC tasks within project deadlines and productivity targets.

Requirements

• Excellent written skills in the target language.
• Strong attention to detail and accuracy.
• Good understanding of punctuation, capitalization, and written language conventions.
• Ability to identify inconsistencies and errors in formatted text.
• Ability to follow detailed guidelines and apply them consistently.
• Basic computer skills and a reliable internet connection.
• Ability to work independently and meet quality and productivity targets.
• Previous experience in transcription, proofreading, quality control, annotation, or linguistic projects is a plus.
• Training and project guidelines will be provided before the project starts.

What We Offer

• Opportunity to contribute to the development of AI and speech recognition technologies.
• Flexible project-based work.
• Clear guidelines and training before starting.
• The opportunity to gain experience in AI language data and quality control projects.

We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses and identifying potential inconsistencies or verification signals in application materials based on available information. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.

About the Project

TSMG is looking for Quality control specialists to support an AI language project focused on improving speech recognition systems.

As a QC contributor, you will review completed language annotation tasks and ensure that AI-generated transcripts have been accurately converted into natural, readable display text according to the project guidelines. You will focus on identifying and correcting formatting, punctuation, capitalization, and text normalization issues.

What You Will Do

• Review completed Display Transcription tasks for accuracy and consistency.
• Compare the Display Transcription against the original lexical transcript and project guidelines.
• Verify the correct use of:
  • punctuation;
  • capitalization;
  • numbers, dates, times, and currencies;
  • abbreviations and other text normalization rules.
• Ensure that the original words and meaning have been preserved.
• Identify and correct formatting or guideline-related errors.
• Use the reference audio when necessary to verify ambiguous cases.
• Apply project-specific quality standards consistently.
• Provide accurate feedback and flag recurring issues when required.
• Complete assigned QC tasks within project deadlines and productivity targets.

Requirements

• Excellent written skills in the target language.
• Strong attention to detail and accuracy.
• Good understanding of punctuation, capitalization, and written language conventions.
• Ability to identify inconsistencies and errors in formatted text.
• Ability to follow detailed guidelines and apply them consistently.
• Basic computer skills and a reliable internet connection.
• Ability to work independently and meet quality and productivity targets.
• Previous experience in transcription, proofreading, quality control, annotation, or linguistic projects is a plus.
• Training and project guidelines will be provided before the project starts.

What We Offer

• Opportunity to contribute to the development of AI and speech recognition technologies.
• Flexible project-based work.
• Clear guidelines and training before starting.
• The opportunity to gain experience in AI language data and quality control projects.

We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses and identifying potential inconsistencies or verification signals in application materials based on available information. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.

About the Project

TSMG is looking for Quality control specialists to support an AI language project focused on improving speech recognition systems.

As a QC contributor, you will review completed language annotation tasks and ensure that AI-generated transcripts have been accurately converted into natural, readable display text according to the project guidelines. You will focus on identifying and correcting formatting, punctuation, capitalization, and text normalization issues.

What You Will Do

• Review completed Display Transcription tasks for accuracy and consistency.
• Compare the Display Transcription against the original lexical transcript and project guidelines.
• Verify the correct use of:
  • punctuation;
  • capitalization;
  • numbers, dates, times, and currencies;
  • abbreviations and other text normalization rules.
• Ensure that the original words and meaning have been preserved.
• Identify and correct formatting or guideline-related errors.
• Use the reference audio when necessary to verify ambiguous cases.
• Apply project-specific quality standards consistently.
• Provide accurate feedback and flag recurring issues when required.
• Complete assigned QC tasks within project deadlines and productivity targets.

Requirements

• Excellent written skills in the target language.
• Strong attention to detail and accuracy.
• Good understanding of punctuation, capitalization, and written language conventions.
• Ability to identify inconsistencies and errors in formatted text.
• Ability to follow detailed guidelines and apply them consistently.
• Basic computer skills and a reliable internet connection.
• Ability to work independently and meet quality and productivity targets.
• Previous experience in transcription, proofreading, quality control, annotation, or linguistic projects is a plus.
• Training and project guidelines will be provided before the project starts.

What We Offer

• Opportunity to contribute to the development of AI and speech recognition technologies.
• Flexible project-based work.
• Clear guidelines and training before starting.
• The opportunity to gain experience in AI language data and quality control projects.

We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses and identifying potential inconsistencies or verification signals in application materials based on available information. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.

About the Project

TSMG is looking for Quality control specialists to support an AI language project focused on improving speech recognition systems.

As a QC contributor, you will review completed language annotation tasks and ensure that AI-generated transcripts have been accurately converted into natural, readable display text according to the project guidelines. You will focus on identifying and correcting formatting, punctuation, capitalization, and text normalization issues.

What You Will Do

• Review completed Display Transcription tasks for accuracy and consistency.
• Compare the Display Transcription against the original lexical transcript and project guidelines.
• Verify the correct use of:
  • punctuation;
  • capitalization;
  • numbers, dates, times, and currencies;
  • abbreviations and other text normalization rules.
• Ensure that the original words and meaning have been preserved.
• Identify and correct formatting or guideline-related errors.
• Use the reference audio when necessary to verify ambiguous cases.
• Apply project-specific quality standards consistently.
• Provide accurate feedback and flag recurring issues when required.
• Complete assigned QC tasks within project deadlines and productivity targets.

Requirements

• Excellent written skills in the target language.
• Strong attention to detail and accuracy.
• Good understanding of punctuation, capitalization, and written language conventions.
• Ability to identify inconsistencies and errors in formatted text.
• Ability to follow detailed guidelines and apply them consistently.
• Basic computer skills and a reliable internet connection.
• Ability to work independently and meet quality and productivity targets.
• Previous experience in transcription, proofreading, quality control, annotation, or linguistic projects is a plus.
• Training and project guidelines will be provided before the project starts.

What We Offer

• Opportunity to contribute to the development of AI and speech recognition technologies.
• Flexible project-based work.
• Clear guidelines and training before starting.
• The opportunity to gain experience in AI language data and quality control projects.

We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses and identifying potential inconsistencies or verification signals in application materials based on available information. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.

About the Project

TSMG is looking for Quality control specialists to support an AI language project focused on improving speech recognition systems.

As a QC contributor, you will review completed language annotation tasks and ensure that AI-generated transcripts have been accurately converted into natural, readable display text according to the project guidelines. You will focus on identifying and correcting formatting, punctuation, capitalization, and text normalization issues.

What You Will Do

• Review completed Display Transcription tasks for accuracy and consistency.
• Compare the Display Transcription against the original lexical transcript and project guidelines.
• Verify the correct use of:
  • punctuation;
  • capitalization;
  • numbers, dates, times, and currencies;
  • abbreviations and other text normalization rules.
• Ensure that the original words and meaning have been preserved.
• Identify and correct formatting or guideline-related errors.
• Use the reference audio when necessary to verify ambiguous cases.
• Apply project-specific quality standards consistently.
• Provide accurate feedback and flag recurring issues when required.
• Complete assigned QC tasks within project deadlines and productivity targets.

Requirements

• Excellent written skills in the target language.
• Strong attention to detail and accuracy.
• Good understanding of punctuation, capitalization, and written language conventions.
• Ability to identify inconsistencies and errors in formatted text.
• Ability to follow detailed guidelines and apply them consistently.
• Basic computer skills and a reliable internet connection.
• Ability to work independently and meet quality and productivity targets.
• Previous experience in transcription, proofreading, quality control, annotation, or linguistic projects is a plus.
• Training and project guidelines will be provided before the project starts.

What We Offer

• Opportunity to contribute to the development of AI and speech recognition technologies.
• Flexible project-based work.
• Clear guidelines and training before starting.
• The opportunity to gain experience in AI language data and quality control projects.

We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses and identifying potential inconsistencies or verification signals in application materials based on available information. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.

Please submit your resume in English and indicate your level of English proficiency.

SMS Data Collection Participant - Arabic (UAE)

Rate: $2.00 USD per qualified message

Location: Remote: Participants must be based in United Arab Emirates

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and United Arab Emirates phone number

The Project

Productive Playhouse is seeking Arabic-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $2.00 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in Arabic.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in Arabic, as spoken in United Arab Emirates
• Currently located in United Arab Emirates
• Have access to your own mobile device
• You must have access to your own United Arab Emirates phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

SMS Data Collection Participant - Italian (Italy)

Rate: $2.50 USD per qualified message

Location: Remote: Participants must be based in Italy

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and Italy phone number

The Project

Productive Playhouse is seeking Italian-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $2.50 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in Italian.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in Italian, as spoken in Italy
• Currently located in Italy
• Have access to your own mobile device
• You must have access to your own Italy phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

SMS Data Collection Participant - English (Kenya)

Rate: $1.25 USD per qualified message

Location: Remote: Participants must be based in Kenya

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and Kenya phone number

The Project

Productive Playhouse is seeking English-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $1.25 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in English.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in English, as spoken in Kenya
• Currently located in Kenya
• Have access to your own mobile device
• You must have access to your own Kenya phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

SMS Data Collection Participant - Arabic (Egypt)

Rate: $2.00 USD per qualified message

Location: Remote: Participants must be based in Egypt

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and Egypt phone number

The Project

Productive Playhouse is seeking Arabic-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $2.00 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in Arabic.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in Arabic, as spoken in Egypt
• Currently located in Egypt
• Have access to your own mobile device
• You must have access to your own Egypt phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

SMS Data Collection Participant - English (South Africa)

Rate: $1.75 USD per qualified message

Location: Remote: Participants must be based in South Africa

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and South Africa phone number

The Project

Productive Playhouse is seeking English-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $1.75 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in English.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in English, as spoken in South Africa
• Currently located in South Africa
• Have access to your own mobile device
• You must have access to your own South Africa phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

SMS Data Collection Participant - Vietnamese (Vietnam)

Rate: $1.50 USD per qualified message

Location: Remote: Participants must be based in Vietnam

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and Vietnam phone number

The Project

Productive Playhouse is seeking Vietnamese-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $1.50 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in Vietnamese.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in Vietnamese, as spoken in Vietnam
• Currently located in Vietnam
• Have access to your own mobile device
• You must have access to your own Vietnam phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

SMS Data Collection Participant - English (Nigeria)

Rate: $1.50 USD per qualified message

Location: Remote: Participants must be based in Nigeria

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and Nigeria phone number

The Project

Productive Playhouse is seeking English-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $1.50 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in English.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in English, as spoken in Nigeria
• Currently located in Nigeria
• Have access to your own mobile device
• You must have access to your own Nigeria phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

SMS Data Collection Participant - English (Ghana)

Rate: $1.00 USD per qualified message

Location: Remote: Participants must be based in Ghana

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and Ghana phone number

The Project

Productive Playhouse is seeking English-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $1.00 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in English.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in English, as spoken in Ghana
• Currently located in Ghana
• Have access to your own mobile device
• You must have access to your own Ghana phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

Job Title: ML Annotation QA Engineer

About Us

Are you ready to build the future of supply chain? At Gather AI, we’re not just creating software, we’re pioneering a new era of warehouse intelligence. We’ve developed a groundbreaking, vision-powered platform that uses autonomous drones and existing equipment to capture real-time data, completely digitizing workflows that have historically been manual and error-prone. This means facilities operate smarter, safer, and more efficiently, ultimately redefining “on-time, in full” delivery.

If you’re looking for an opportunity to contribute to truly transformative technology and make a significant impact in a vital industry, Gather AI is the place for you. We’re leading the charge in the rapidly evolving robotics industry, and we invite you to join us in reshaping the global supply chain, one intelligent warehouse at a time.

About the Team

Our engineering organization spans autonomy, computer vision and machine learning, embedded and hardware systems, full-stack, and cloud, all working in parallel across multiple active product lines tied to live customer deployments. It’s a technically deep, fast-moving team where individual contributors carry real accountability and the work shows up directly in customer operations. Ground truth quality sits at the centre of that — the annotated data this role owns is what our models are trained and measured against.

About the Role

We are looking for an ML Annotation QA Engineer to own the quality of annotated data across our computer vision and machine learning programs. This role is responsible for the judgment-heavy analysis that cannot be reliably outsourced, for the decision rules behind it, and for turning annotation output into an ongoing read on how our systems are actually performing in the field.

We work with an external annotation partner at production volume, and that continues. What we need in house is someone who can analyse the annotated data, make and defend the calls the vendor cannot make consistently, and build the aggregate view that shows which facilities and equipment are degrading and why. Annotation drift, a model regression, a tool bug, and genuine field degradation all look similar in a chart and require completely different responses — telling them apart is the core of the job.

You will work closely with Machine Learning Engineers, QA, and Engineering, and the first assignment is our warehouse forklift vision program, where barcode readability and localisation analysis are the immediate need. From there the remit grows with us: drone imagery annotation today, and new task types as customer-driven capabilities come online. Success in this role requires a combination of analytical rigor, sound judgment under ambiguity, and clear written communication.

What You’ll Do

• Own the judgment-heavy quality analysis on annotated data that cannot be reliably outsourced — working the daily review queue and producing verdicts and root cause in house.
• Own, version, and refine the verdict taxonomy, decision rules, and quality guidelines for the categories you cover.
• Build and maintain performance trackers over annotated data — error rates by facility, site, equipment, and data format over time, against an agreed baseline.
• Detect anomalies against that baseline and flag them the day they appear rather than weeks later.
• Run root cause analysis on flagged anomalies, distinguishing annotation error from model or system error from genuine degradation in the field.
• Report findings to engineering and ML with reproducible evidence and stated confidence, fast enough that the issue is still observable.
• Identify systematic failure patterns rather than one-off misses, and maintain a documented pattern library others can use.
• Query and analyse annotation data directly with Python and SQL to test hypotheses, without waiting on extracts from anyone.
• Feed annotation-quality findings back as concrete SOP and instruction changes when the root cause is labeling rather than system behaviour.
• Specify annotation tool improvements — what the tool should surface so analysis stops requiring manual work — and validate the fixes.
• Stand up quality analysis and reporting for new annotation programs as they come online.
• Track work across Jira and contribute to pre-release validation for the behaviours you cover.

First 90 Days

Within your first three months, you will be expected to:

Own the Quality Analysis

• Take over barcode and location root cause analysis from the annotation vendor.
• Move from supervised review to owning the daily queue at the agreed review threshold, inside the expected time budget.
• Become the primary owner of verdicts and root cause for the categories you cover.

Become Fluent in the Annotation Pipeline

Develop working expertise in the data and the domain behind it:

• What is captured, at what grain, and where the known quality limits are
• Racks, locations, levels, bins and bin types; LPN, SKU, AWB and other code formats; exceptions and exception types; OCR versus barcode and the failure modes of each

Build the Performance Tracker

• Stand up a facility performance tracker with an agreed baseline, thresholds, and reporting cadence.
• Establish anomaly detection against it, and get the team to the point of trusting and using it.
• Investigate flagged anomalies independently, with a root cause hypothesis and stated confidence.

Own Documentation

Take ownership of:

• Barcode and location verdict taxonomy and decision rules
• The pattern library of known failure modes

Responsibilities include:

• Version control
• Closing documentation gaps
• Adding edge-case guidance
• Feeding changes back to the annotation vendor’s SOPs where the root cause is labeling

Required Technical Skills

• BS in Computer Science/Engineering, Electrical Engineering, or equivalent experience
• Experience working with annotated datasets for CV/ML, including assessing label quality
• Strong understanding of statistics, and able to work with data
• Root cause analysis — generating competing hypotheses and naming the evidence that separates them
• Familiarity with Python and SQL, or equivalent, for querying and analysing data independently
• Writing quality guidelines, decision rules, and labeling taxonomies
• Excellent documentation, communication, and collaboration skills

Nice-to-Have Skills

• 2+ years in quality assurance, data quality, or product support
• 1+ years experience with enterprise-grade ticketing systems (e.g. Jira)
• Computer vision annotation experience as a reviewer or auditor — video event labeling, bounding boxes, polygon segmentation, counting, or classification
• Annotation quality methodology — gold-set validation, inter-annotator agreement, sampling design
• Strong spatial and geometric reasoning — relevant wherever labels describe position in physical space
• Experience in warehouse automation, robotics, or computer vision applications
• Dashboarding or BI tooling for recurring reports
• Small team experience

Qualifications

Required

• BS in Computer Science/Engineering, Electrical Engineering, or equivalent experience
• 2–5 years of experience in ML QA, annotation quality, data quality, or analytics at an AI/ML company
• Hands-on experience with annotated ML datasets, including assessing label quality
• Demonstrated experience finding, diagnosing, and reporting data anomalies to a technical audience
• Able to get to a defensible answer from unfamiliar data without someone preparing it first
• Understanding of data privacy and confidentiality requirements when working with customer operational data

Preferred

• Experience in warehouse automation, robotics, or computer vision applications
• Experience with annotation platforms and quality tooling
• Experience authoring annotation guidelines or standard operating procedures

Required Technologies

• Python
• SQL, or an equivalent query language
• Jira

Success Traits

We’re looking for someone who is:

• Analytical, able to tell a real pattern from noise and to say honestly when the data will not settle a question
• Detail-oriented — a verdict or a tracker that is subtly wrong is worse than none at all
• Comfortable with ambiguity, and willing to present competing hypotheses rather than forcing a single answer
• Persistent in chasing a cause across sites, programs, and builds
• Resourceful and comfortable building processes and reports where they don’t yet exist
• A strong written communicator — the output of this role is reports other people act on
• Collaborative, respectful, and an excellent cross-functional partner

What Success Looks Like

By the end of your first six months, you will have:

• Established yourself as the primary owner of annotation quality analysis and root cause
• A performance tracker the team relies on, running on a regular cadence
• Closed the reporting cycle to same day, so issues are raised while still observable
• Standardized the verdict taxonomy and decision rules for the categories you cover
• Built a documented pattern library of known failure modes that others can use
• Improved the annotation tool in at least one way that measurably reduces manual effort
• Given ML and engineering a clearer picture of what error patterns mean for model accuracy and field performance
• Created a repeatable method for standing up annotation quality on the next program

SMS Data Collection Participant - Arabic (UAE)

Rate: $2.00 USD per qualified message

Location: Remote: Participants must be based in United Arab Emirates

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and United Arab Emirates phone number

The Project

Productive Playhouse is seeking Arabic-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $2.00 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in Arabic.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in Arabic, as spoken in United Arab Emirates
• Currently located in United Arab Emirates
• Have access to your own mobile device
• You must have access to your own United Arab Emirates phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

SMS Data Collection Participant - English (South Africa)

Rate: $1.75 USD per qualified message

Location: Remote: Participants must be based in South Africa

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and South Africa phone number

The Project

Productive Playhouse is seeking English-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $1.75 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in English.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in English, as spoken in South Africa
• Currently located in South Africa
• Have access to your own mobile device
• You must have access to your own South Africa phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

SMS Data Collection Participant - Vietnamese (Vietnam)

Rate: $1.50 USD per qualified message

Location: Remote: Participants must be based in Vietnam

Schedule: Flexible

Project type: Short-term/project-based

Device requirement(s): You must use your own mobile phone and Vietnam phone number

The Project

Productive Playhouse is seeking Vietnamese-speaking participants for a mobile messaging data collection project. Participants will submit authentic scam and spam SMS messages received on their personal mobile phones to help improve technology designed to identify fraudulent and unwanted communications.

This is a flexible, remote opportunity. Participants may submit eligible messages whenever they receive them, provided all submissions meet project requirements..

Your contributions will support the development of tools designed to make mobile messaging safer for users around the world.

Why Participate?

• Earn $1.50 USD for each qualified message you submit
• Participate remotely on a flexible schedule
• Help improve scam-detection technology by showing how real messages appear in Vietnamese.

Duties

• Submit authentic SMS messages that meet project guidelines
• Identify each message as either Scam or Spam
• Categorize submissions according to the appropriate message type
• Ensure all submissions are complete, accurate, and meet quality standards
• Follow all project instructions and submission requirements

Please note: Messages collected from email or other platforms are not eligible. Submissions must be SMS messages received directly on your mobile phone.

Only submissions that meet requirements will be eligible for payment

Project Requirements

You may be a good fit if you:

• Are a native or expert-level fluency in Vietnamese, as spoken in Vietnam
• Currently located in Vietnam
• Have access to your own mobile device
• You must have access to your own Vietnam phone number
• Can follow project guidelines and quality standards

Why PPH?

• 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

About Productive Playhouse

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 [email protected].

Spanish - AI Product Evaluator

The Project

Productive Playhouse is building a talent pool of Spanish 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.

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.

The Details

We’re looking for independent contractor engagement (task-based - project-based).

• Pay Rate: $14.00 USD per hour
• 100% remote
• You choose which tasks to take, set your own hours, and are free to work with other clients any time. You can stay flexible as the project evolves.
• This is an iterative project, work arrives in batches (there may be pauses between them).

What You’ll Do

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:

• Testing and evaluating AI chatbots or language models through structured conversations, using assigned goals and prompts.
• Voice-based interactions with AI models — for projects that involve this, sessions are recorded, and audio may be shared with the client as part of the evaluation deliverable.
• Submitting deliverables (write-ups, ratings, screenshots, or recordings) in the format each task specifies.

What We’re Looking For

• Native or expert-level fluency in Spanish, as spoken in Mexico
• Strong English reading, writing, and communication skills - assessment maybe required
• 18 years of age or older
• Hands-on experience using AI models or large language models
• Comfortable with both written and voice-based conversation — and good at asking sharp follow-ups
• Your own smartphone, computer, reliable internet, and comfort with web-based tools
• Able to pass a language proficiency and technical literacy assessment
• Responsive communicator — quick replies move you through onboarding faster
• Able to start within 48 hours

Why PPH?

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

About Productive Playhouse

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 [email protected].