{
 "name": "RLHF work by platform: the tasks, tracks and entry rules",
 "title": "RLHF work by platform: the tasks, tracks and entry rules",
 "kind": "terms-board",
 "url": "https://rlhfjobs.com/datasets/rlhf-task-types/",
 "csv": "https://rlhfjobs.com/datasets/rlhf-task-types.csv",
 "markdown": "https://rlhfjobs.com/datasets/rlhf-task-types/index.md",
 "computed_at": "2026-10-22",
 "license": "https://rlhfjobs.com/terms",
 "headline": "6 of 12 platforms whose own pages we read describe ranking, comparing or rating AI model responses, the core of RLHF work, read 22 October 2026.",
 "quotes": [
  "6 of 12 platforms whose own pages we read describe ranking, comparing or rating AI model responses, the core of RLHF work, read 22 October 2026.",
  "Ranks, compares or rates model responses, by platform: not stated 6 of 12, describes ranking, comparing or rating responses 6 of 12 (12 platforms, read 22 October 2026).",
  "Writes prompts, answers or rubrics, by platform: not stated 9 of 12, describes writing prompts, answers or rubrics, or rewriting responses 3 of 12 (12 platforms, read 22 October 2026).",
  "Red-teams models, by platform: not stated 11 of 12, describes red-teaming or probing models for weaknesses 1 of 12 (12 platforms, read 22 October 2026).",
  "Domain tracks it names, in its own words, by platform: not stated 6 of 12, stated 6 of 12 (12 platforms, read 22 October 2026).",
  "Says its general work needs no experience, by platform: not stated 5 of 12, says some work needs no experience or special skills 4 of 12, asks for domain expertise, a degree or professional experience 2 of 12, varies 1 of 12 (12 platforms, read 22 October 2026).",
  "Asks an entry assessment, by platform: not stated 7 of 12, asks an entry assessment, screening or qualification task 5 of 12 (12 platforms, read 22 October 2026)."
 ],
 "citation": "\"RLHF work by platform: the tasks, tracks and entry rules\", updated 2026-10-22, https://rlhfjobs.com/datasets/rlhf-task-types/.",
 "national": {
  "n": 12,
  "unit": "platforms",
  "documents": 15,
  "published_sources": 12,
  "named_sources": 22
 },
 "board": {
  "type": "clauses",
  "noun": {
   "one": "platform",
   "many": "platforms"
  },
  "document": {
   "one": "page",
   "many": "pages"
  },
  "fields": [
   {
    "id": "judges",
    "label": "Ranks, compares or rates model responses",
    "counts": {
     "not-stated": 6,
     "yes": 6
    },
    "values": [
     {
      "value": "yes",
      "text": "describes ranking, comparing or rating responses"
     },
     {
      "value": "no",
      "text": "says it does not"
     }
    ]
   },
   {
    "id": "writes",
    "label": "Writes prompts, answers or rubrics",
    "counts": {
     "not-stated": 9,
     "yes": 3
    },
    "values": [
     {
      "value": "yes",
      "text": "describes writing prompts, answers or rubrics, or rewriting responses"
     },
     {
      "value": "no",
      "text": "says it does not"
     }
    ]
   },
   {
    "id": "red_team",
    "label": "Red-teams models",
    "counts": {
     "yes": 1,
     "not-stated": 11
    },
    "values": [
     {
      "value": "yes",
      "text": "describes red-teaming or probing models for weaknesses"
     },
     {
      "value": "no",
      "text": "says it does not"
     }
    ]
   },
   {
    "id": "tracks",
    "label": "Domain tracks it names, in its own words",
    "counts": {
     "stated": 6,
     "not-stated": 6
    },
    "values": [
     {
      "value": "stated",
      "text": "stated"
     }
    ],
    "clause": true
   },
   {
    "id": "no_experience",
    "label": "Says its general work needs no experience",
    "counts": {
     "yes": 4,
     "not-stated": 5,
     "no": 2,
     "varies": 1
    },
    "values": [
     {
      "value": "yes",
      "text": "says some work needs no experience or special skills"
     },
     {
      "value": "no",
      "text": "asks for domain expertise, a degree or professional experience"
     }
    ]
   },
   {
    "id": "assessment",
    "label": "Asks an entry assessment",
    "counts": {
     "not-stated": 7,
     "yes": 5
    },
    "values": [
     {
      "value": "yes",
      "text": "asks an entry assessment, screening or qualification task"
     },
     {
      "value": "no",
      "text": "says there is none"
     }
    ]
   }
  ],
  "lead": {
   "type": "share",
   "field": "judges",
   "value": "yes",
   "n": 6,
   "of": 12,
   "label": "Describe ranking, comparing or rating responses"
  },
  "vendors": [
   {
    "name": "Alignerr",
    "answers": {
     "judges": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.alignerr.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "writes": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.alignerr.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "red_team": {
      "value": "yes",
      "text": "describes red-teaming or probing models for weaknesses",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.alignerr.com/",
        "value": "yes",
        "quote": "Probe cutting-edge models for weaknesses and help make them safer"
       }
      ]
     },
     "tracks": {
      "value": "stated",
      "text": "View all roles Audio Coding General STEM",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.alignerr.com/",
        "value": "stated",
        "quote": "View all roles Audio Coding General STEM"
       }
      ]
     },
     "no_experience": {
      "value": "yes",
      "text": "says some work needs no experience or special skills",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.alignerr.com/",
        "value": "yes",
        "quote": "No tech background needed, just a camera and curiosity"
       }
      ]
     },
     "assessment": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.alignerr.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     }
    }
   },
   {
    "name": "Clickworker",
    "answers": {
     "judges": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Clickworker page",
        "url": "https://www.clickworker.com/clickworker/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "writes": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Clickworker page",
        "url": "https://www.clickworker.com/clickworker/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "red_team": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Clickworker page",
        "url": "https://www.clickworker.com/clickworker/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "tracks": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Clickworker page",
        "url": "https://www.clickworker.com/clickworker/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "no_experience": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Clickworker page",
        "url": "https://www.clickworker.com/clickworker/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "assessment": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Clickworker page",
        "url": "https://www.clickworker.com/clickworker/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     }
    }
   },
   {
    "name": "CrowdGen",
    "answers": {
     "judges": {
      "value": "yes",
      "text": "describes ranking, comparing or rating responses",
      "documents": [
       {
        "document": "Home page",
        "url": "https://crowdgen.com/",
        "value": "yes",
        "quote": "Evaluate, annotate, generate, and refine"
       }
      ]
     },
     "writes": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://crowdgen.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "red_team": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://crowdgen.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "tracks": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://crowdgen.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "no_experience": {
      "value": "no",
      "text": "asks for domain expertise, a degree or professional experience",
      "documents": [
       {
        "document": "Home page",
        "url": "https://crowdgen.com/",
        "value": "no",
        "quote": "Most of our projects don’t require technical skills, just domain expertise."
       }
      ]
     },
     "assessment": {
      "value": "yes",
      "text": "asks an entry assessment, screening or qualification task",
      "documents": [
       {
        "document": "Home page",
        "url": "https://crowdgen.com/",
        "value": "yes",
        "quote": "Most of our projects have a qualification process."
       }
      ]
     }
    }
   },
   {
    "name": "DataAnnotation",
    "answers": {
     "judges": {
      "value": "yes",
      "text": "describes ranking, comparing or rating responses",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.dataannotation.tech/",
        "value": "yes",
        "quote": "commonly include reviewing AI-generated text, ranking responses, checking facts"
       },
       {
        "document": "FAQ",
        "url": "https://www.dataannotation.tech/faq",
        "value": "yes",
        "quote": "you’ll evaluate chatbot responses for accuracy, compare AI outputs, flag factual errors"
       }
      ]
     },
     "writes": {
      "value": "yes",
      "text": "describes writing prompts, answers or rubrics, or rewriting responses",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.dataannotation.tech/",
        "value": "yes",
        "quote": "like reviewing responses, checking accuracy, refining prompts, and rating outputs"
       },
       {
        "document": "FAQ",
        "url": "https://www.dataannotation.tech/faq",
        "value": "yes",
        "quote": "test AI-generated images, write challenging prompts, or review code for errors"
       }
      ]
     },
     "red_team": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.dataannotation.tech/",
        "value": "not-stated",
        "quote": ""
       },
       {
        "document": "FAQ",
        "url": "https://www.dataannotation.tech/faq",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "tracks": {
      "value": "stated",
      "text": "Coding Generalist Law Mathematics Medicine Physics Finance Accounting Bilingual Chemistry…",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.dataannotation.tech/",
        "value": "not-stated",
        "quote": ""
       },
       {
        "document": "FAQ",
        "url": "https://www.dataannotation.tech/faq",
        "value": "stated",
        "quote": "Coding Generalist Law Mathematics Medicine Physics Finance Accounting Bilingual Chemistry Biology"
       }
      ]
     },
     "no_experience": {
      "value": "yes",
      "text": "says some work needs no experience or special skills",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.dataannotation.tech/",
        "value": "yes",
        "quote": "No coding or technical background needed."
       },
       {
        "document": "FAQ",
        "url": "https://www.dataannotation.tech/faq",
        "value": "yes",
        "quote": "No coding experience is required for general projects"
       }
      ]
     },
     "assessment": {
      "value": "yes",
      "text": "asks an entry assessment, screening or qualification task",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.dataannotation.tech/",
        "value": "not-stated",
        "quote": ""
       },
       {
        "document": "FAQ",
        "url": "https://www.dataannotation.tech/faq",
        "value": "yes",
        "quote": "You can only take the Starter Assessment once"
       }
      ]
     }
    }
   },
   {
    "name": "Handshake AI",
    "answers": {
     "judges": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Programme page",
        "url": "https://joinhandshake.com/ai/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "writes": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Programme page",
        "url": "https://joinhandshake.com/ai/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "red_team": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Programme page",
        "url": "https://joinhandshake.com/ai/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "tracks": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Programme page",
        "url": "https://joinhandshake.com/ai/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "no_experience": {
      "value": "yes",
      "text": "says some work needs no experience or special skills",
      "documents": [
       {
        "document": "Programme page",
        "url": "https://joinhandshake.com/ai/",
        "value": "yes",
        "quote": "Get paid hourly for high-impact work, no matter your background."
       }
      ]
     },
     "assessment": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Programme page",
        "url": "https://joinhandshake.com/ai/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     }
    }
   },
   {
    "name": "Mercor",
    "answers": {
     "judges": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Open roles page",
        "url": "https://work.mercor.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "writes": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Open roles page",
        "url": "https://work.mercor.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "red_team": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Open roles page",
        "url": "https://work.mercor.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "tracks": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Open roles page",
        "url": "https://work.mercor.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "no_experience": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Open roles page",
        "url": "https://work.mercor.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "assessment": {
      "value": "yes",
      "text": "asks an entry assessment, screening or qualification task",
      "documents": [
       {
        "document": "Open roles page",
        "url": "https://work.mercor.com/",
        "value": "yes",
        "quote": "Get Instant work offers 1 Resume 2 Location 3 Assessment"
       }
      ]
     }
    }
   },
   {
    "name": "Mindrift",
    "answers": {
     "judges": {
      "value": "yes",
      "text": "describes ranking, comparing or rating responses",
      "documents": [
       {
        "document": "Home page",
        "url": "https://mindrift.ai/",
        "value": "yes",
        "quote": "Writing expert prompts, evaluating AI-generated responses, justifying your assessments"
       },
       {
        "document": "Welcome page for Toloka members",
        "url": "https://mindrift.ai/welcome",
        "value": "yes",
        "quote": "Compare two options, pick the better one, or rate by criteria like accuracy and helpfulness."
       }
      ]
     },
     "writes": {
      "value": "yes",
      "text": "describes writing prompts, answers or rubrics, or rewriting responses",
      "documents": [
       {
        "document": "Home page",
        "url": "https://mindrift.ai/",
        "value": "yes",
        "quote": "Create realistic prompts, questions, and scenarios, the kind a real user would actually ask AI."
       },
       {
        "document": "Welcome page for Toloka members",
        "url": "https://mindrift.ai/welcome",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "red_team": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://mindrift.ai/",
        "value": "not-stated",
        "quote": ""
       },
       {
        "document": "Welcome page for Toloka members",
        "url": "https://mindrift.ai/welcome",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "tracks": {
      "value": "stated",
      "text": "We accept experts across 90+ domains from STEM and law to creative writing and…",
      "documents": [
       {
        "document": "Home page",
        "url": "https://mindrift.ai/",
        "value": "stated",
        "quote": "We accept experts across 90+ domains from STEM and law to creative writing and linguistics."
       },
       {
        "document": "Welcome page for Toloka members",
        "url": "https://mindrift.ai/welcome",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "no_experience": {
      "value": "varies",
      "text": "varies by document",
      "documents": [
       {
        "document": "Home page",
        "url": "https://mindrift.ai/",
        "value": "no",
        "quote": "You need domain expertise"
       },
       {
        "document": "Welcome page for Toloka members",
        "url": "https://mindrift.ai/welcome",
        "value": "yes",
        "quote": "You can start on All-access tasks right away."
       }
      ]
     },
     "assessment": {
      "value": "yes",
      "text": "asks an entry assessment, screening or qualification task",
      "documents": [
       {
        "document": "Home page",
        "url": "https://mindrift.ai/",
        "value": "yes",
        "quote": "Complete a technical assessment to demonstrate your coding skills"
       },
       {
        "document": "Welcome page for Toloka members",
        "url": "https://mindrift.ai/welcome",
        "value": "yes",
        "quote": "take short qualification tasks, and unlock projects suited to your expertise"
       }
      ]
     }
    }
   },
   {
    "name": "OneForma",
    "answers": {
     "judges": {
      "value": "yes",
      "text": "describes ranking, comparing or rating responses",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.oneforma.com/",
        "value": "yes",
        "quote": "Apply your expertise to evaluate AI, flag what it gets wrong, and help shape what comes next."
       }
      ]
     },
     "writes": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.oneforma.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "red_team": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.oneforma.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "tracks": {
      "value": "stated",
      "text": "Marketing, psychology, journalism, architecture, generalist. If you know it, we need it.",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.oneforma.com/",
        "value": "stated",
        "quote": "Marketing, psychology, journalism, architecture, generalist. If you know it, we need it."
       }
      ]
     },
     "no_experience": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.oneforma.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     },
     "assessment": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://www.oneforma.com/",
        "value": "not-stated",
        "quote": ""
       }
      ]
     }
    }
   },
   {
    "name": "Outlier",
    "answers": {
     "judges": {
      "value": "yes",
      "text": "describes ranking, comparing or rating responses",
      "documents": [
       {
        "document": "Home page",
        "url": "https://outlier.ai/",
        "value": "yes",
        "quote": "Write a Challenging Prompt Create Grading Rubrics Rate and Rank Answers"
       },
       {
        "document": "FAQ",
        "url": "https://outlier.ai/faq",
        "value": "yes",
        "quote": "you may generate prompts, rank AI outputs, improve model responses"
       }
      ]
     },
     "writes": {
      "value": "yes",
      "text": "describes writing prompts, answers or rubrics, or rewriting responses",
      "documents": [
       {
        "document": "Home page",
        "url": "https://outlier.ai/",
        "value": "yes",
        "quote": "Think of a difficult question in your field of study"
       },
       {
        "document": "FAQ",
        "url": "https://outlier.ai/faq",
        "value": "yes",
        "quote": "you may generate prompts, rank AI outputs, improve model responses"
       }
      ]
     },
     "red_team": {
      "value": "not-stated",
      "text": "not stated",
      "documents": [
       {
        "document": "Home page",
        "url": "https://outlier.ai/",
        "value": "not-stated",
        "quote": ""
       },
       {
        "document": "FAQ",
        "url": "https://outlier.ai/faq",
        "value": "not-stated",
        "quote": ""
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   "text_sha256": "fef1018a034ea6d2646dbe4ef8f6294c62205cebf44099fea0d98eeccfb95528"
  },
  {
   "subject": "Prolific",
   "url": "https://www.prolific.com/participants",
   "document": "Participants page",
   "question": "tracks",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (5,958 characters of page text, read 2026-10-08).",
   "text_sha256": "fef1018a034ea6d2646dbe4ef8f6294c62205cebf44099fea0d98eeccfb95528"
  },
  {
   "subject": "Prolific",
   "url": "https://www.prolific.com/participants",
   "document": "Participants page",
   "question": "no_experience",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (5,958 characters of page text, read 2026-10-08).",
   "text_sha256": "fef1018a034ea6d2646dbe4ef8f6294c62205cebf44099fea0d98eeccfb95528"
  },
  {
   "subject": "Prolific",
   "url": "https://www.prolific.com/participants",
   "document": "Participants page",
   "question": "assessment",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (5,958 characters of page text, read 2026-10-08).",
   "text_sha256": "fef1018a034ea6d2646dbe4ef8f6294c62205cebf44099fea0d98eeccfb95528"
  },
  {
   "subject": "RemoExperts",
   "url": "https://www.rex.zone/",
   "document": "Home page",
   "question": "judges",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (2,138 characters of page text, read 2026-10-08).",
   "text_sha256": "9f498e75c5f26693f09f5622fd0c7cd4c97f1c5b0499094e485b370e5aa344da"
  },
  {
   "subject": "RemoExperts",
   "url": "https://www.rex.zone/",
   "document": "Home page",
   "question": "writes",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (2,138 characters of page text, read 2026-10-08).",
   "text_sha256": "9f498e75c5f26693f09f5622fd0c7cd4c97f1c5b0499094e485b370e5aa344da"
  },
  {
   "subject": "RemoExperts",
   "url": "https://www.rex.zone/",
   "document": "Home page",
   "question": "red_team",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (2,138 characters of page text, read 2026-10-08).",
   "text_sha256": "9f498e75c5f26693f09f5622fd0c7cd4c97f1c5b0499094e485b370e5aa344da"
  },
  {
   "subject": "RemoExperts",
   "url": "https://www.rex.zone/",
   "document": "Home page",
   "question": "tracks",
   "answer": "stated",
   "answer_text": "Cinematographers Photoshop Experts After Effects Specialists Coding Developers STEM PhDs…",
   "status": "stated",
   "retrieved_at": "2026-10-08",
   "quote": "Cinematographers Photoshop Experts After Effects Specialists Coding Developers STEM PhDs Software Engineers Literature Writers Generalists Specialists",
   "text_sha256": "9f498e75c5f26693f09f5622fd0c7cd4c97f1c5b0499094e485b370e5aa344da"
  },
  {
   "subject": "RemoExperts",
   "url": "https://www.rex.zone/",
   "document": "Home page",
   "question": "no_experience",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (2,138 characters of page text, read 2026-10-08).",
   "text_sha256": "9f498e75c5f26693f09f5622fd0c7cd4c97f1c5b0499094e485b370e5aa344da"
  },
  {
   "subject": "RemoExperts",
   "url": "https://www.rex.zone/",
   "document": "Home page",
   "question": "assessment",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (2,138 characters of page text, read 2026-10-08).",
   "text_sha256": "9f498e75c5f26693f09f5622fd0c7cd4c97f1c5b0499094e485b370e5aa344da"
  },
  {
   "subject": "Remotasks",
   "url": "https://www.remotasks.com/",
   "document": "Home page",
   "question": "judges",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (12,158 characters of page text, read 2026-10-08).",
   "text_sha256": "65a94e93dfc4801e730e860f9176ef717c50e7f253bf7c5f15f5afba817c4980"
  },
  {
   "subject": "Remotasks",
   "url": "https://www.remotasks.com/",
   "document": "Home page",
   "question": "writes",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (12,158 characters of page text, read 2026-10-08).",
   "text_sha256": "65a94e93dfc4801e730e860f9176ef717c50e7f253bf7c5f15f5afba817c4980"
  },
  {
   "subject": "Remotasks",
   "url": "https://www.remotasks.com/",
   "document": "Home page",
   "question": "red_team",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (12,158 characters of page text, read 2026-10-08).",
   "text_sha256": "65a94e93dfc4801e730e860f9176ef717c50e7f253bf7c5f15f5afba817c4980"
  },
  {
   "subject": "Remotasks",
   "url": "https://www.remotasks.com/",
   "document": "Home page",
   "question": "tracks",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (12,158 characters of page text, read 2026-10-08).",
   "text_sha256": "65a94e93dfc4801e730e860f9176ef717c50e7f253bf7c5f15f5afba817c4980"
  },
  {
   "subject": "Remotasks",
   "url": "https://www.remotasks.com/",
   "document": "Home page",
   "question": "no_experience",
   "answer": "yes",
   "answer_text": "says some work needs no experience or special skills",
   "status": "stated",
   "retrieved_at": "2026-10-08",
   "quote": "All you need is a computer and an internet connection.",
   "text_sha256": "65a94e93dfc4801e730e860f9176ef717c50e7f253bf7c5f15f5afba817c4980"
  },
  {
   "subject": "Remotasks",
   "url": "https://www.remotasks.com/",
   "document": "Home page",
   "question": "assessment",
   "answer": "not-stated",
   "answer_text": "not stated",
   "status": "not-stated",
   "retrieved_at": "2026-10-08",
   "quote": "Nothing on this page answers it (12,158 characters of page text, read 2026-10-08).",
   "text_sha256": "65a94e93dfc4801e730e860f9176ef717c50e7f253bf7c5f15f5afba817c4980"
  }
 ],
 "sources": [
  {
   "url": "https://www.dataannotation.tech/",
   "label": "dataannotation.tech: DataAnnotation | Future-Proof Your Career With AI Training Work",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://www.dataannotation.tech/faq",
   "label": "dataannotation.tech: FAQs | DataAnnotation",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://outlier.ai/",
   "label": "outlier.ai: Train the Next Generation of AI as a Freelancer | Outlier AI",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://outlier.ai/faq",
   "label": "outlier.ai: Train the Next Generation of AI as a Freelancer | Outlier AI",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://www.alignerr.com/",
   "label": "alignerr.com: Alignerr | Powered by Labelbox",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://work.mercor.com/",
   "label": "work.mercor.com: Explore Opportunities | Mercor",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://mercor.com/",
   "label": "mercor.com: Mercor | Organizing human intelligence to power the AI economy",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "not-terms",
   "why": "Mercor's home page sells evaluation and data services to companies; the work is described on its open roles page, read as its own source"
  },
  {
   "url": "https://www.micro1.ai/jobs",
   "label": "micro1.ai: High-paying Remote AI Training Jobs | micro1",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "not-terms",
   "why": "the stored page carries only micro1's navigation (581 characters); it describes no work"
  },
  {
   "url": "https://www.micro1.ai/experts/opportunities",
   "label": "micro1.ai: High-paying Remote AI Training Jobs | micro1",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "not-terms",
   "why": "the stored page carries only micro1's navigation and a form notice; it describes no work"
  },
  {
   "url": "https://www.prolific.com/participants",
   "label": "prolific.com: Prolific | Participants | Prolific",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://joinhandshake.com/ai/",
   "label": "joinhandshake.com: Handshake AI Program | Paid, Remote AI Training Work for Experts and Generalists",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://ai-support.joinhandshake.com/",
   "label": "ai-support.joinhandshake.com: Handshake AI Help Center",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "not-terms",
   "why": "the help centre's index lists article titles only; Handshake's work is read from its programme page"
  },
  {
   "url": "https://www.remotasks.com/",
   "label": "remotasks.com: Remotasks | Earn $USD Doing Online Tasks from Home",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://www.oneforma.com/",
   "label": "oneforma.com: OneForma | Freelance Jobs & Paid Projects Worldwide",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://www.rex.zone/",
   "label": "rex.zone: RemoExperts",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://www.afterquery.com/",
   "label": "afterquery.com: Expert Data for Frontier AI",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "not-terms",
   "why": "AfterQuery's home page sells datasets to AI labs; it does not describe the work to a contributor"
  },
  {
   "url": "https://www.clickworker.com/clickworker/",
   "label": "clickworker.com: Become a Clickworker and earn money online",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://www.surgehq.ai/",
   "label": "surgehq.ai: Surge AI | Human Intelligence for AGI",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "not-terms",
   "why": "Surge AI's home page sells data to AI labs; it does not describe the work to a contributor"
  },
  {
   "url": "https://dataforce.ai/",
   "label": "dataforce.ai: AI Home | DataForce",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "not-terms",
   "why": "DataForce's home page sells annotation and RLHF services to companies; it does not describe the work to a contributor"
  },
  {
   "url": "https://mindrift.ai/",
   "label": "mindrift.ai: AI Training Jobs, Earn $15-$100+/hr from Home | Mindrift Remote Freelance AI Work 2026",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://mindrift.ai/welcome",
   "label": "mindrift.ai: Mindrift.ai: AI Training Jobs Without Employment Ties, Tolokers, welcome! Join as an Independent Contributor",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  },
  {
   "url": "https://crowdgen.com/",
   "label": "crowdgen.com: CrowdGen by Appen - Where expert contributors shape frontier AI",
   "license": "from the publisher's own home, FAQ and work-description pages; reproduced for comment",
   "class": "primary-provider-own-site",
   "status": "read"
  }
 ],
 "methodology": "Each platform's own home, FAQ and work-description pages were read through estate-fetch and stored whole (sha256 on every row). For every page, six questions were answered from its own words: ranks, compares or rates model responses, writes prompts, answers or rubrics, red-teams models, domain tracks it names, in its own words, says its general work needs no experience, asks an entry assessment. Every stated answer carries the sentence it rests on, checked against the stored text; 'not stated' means the page read does not address the question. A platform with several pages reads 'varies' where they disagree. 12 platforms, 15 pages.",
 "embed": "<figure style=\"margin:0;padding:16px;border:1px solid #d0d0d0;background:#ffffff\"><blockquote style=\"margin:0 0 8px;background:#ffffff\">6 of 12 platforms whose own pages we read describe ranking, comparing or rating AI model responses, the core of RLHF work, read 22 October 2026.</blockquote><figcaption style=\"background:#ffffff\"><a href=\"https://rlhfjobs.com/datasets/rlhf-task-types/\" style=\"background:#ffffff\">RLHF work by platform: the tasks, tracks and entry rules, rlhfjobs.com</a></figcaption></figure>"
}