{
  "batch": "1672-job-discovery-ai-services-for-clients-angle-marketplaces",
  "articles": [
    {
      "id": "learn_r1672_job_discovery_ai_services_for_clients_angle_marketplaces_outlier_ai_trainer",
      "category": "Getting Started",
      "title": "Outlier AI Trainer: job_overview",
      "summary": "Outlier is a platform operated by Scale AI that connects experts with leading AI companies to provide human feedback that improves large language models, with roles including writing challenging prompts, creating grading rubrics, and rating and ranking answers.",
      "body": "Outlier is a platform operated by Scale AI that connects experts with leading AI companies to provide human feedback that improves large language models, with roles including writing challenging prompts, creating grading rubrics, and rating and ranking answers.\n\nWhat Outlier AI (Scale AI) actually says:\n\n“Outlier is a platform operated by Scale AI that connects experts with leading AI companies to provide human feedback that improves large language models (LLMs).”",
      "source_type": "official",
      "source_link": "https://www.outlier.ai",
      "last_verified": "2026-10-06",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI (Scale AI)",
      "evidence_quote": "Outlier is a platform operated by Scale AI that connects experts with leading AI companies to provide human feedback that improves large language models (LLMs).",
      "volatility": "low",
      "from_batch": "1672-job-discovery-ai-services-for-clients-angle-marketplaces",
      "subject": "Outlier AI Trainer",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Global; independent contractor basis, no visa sponsorship",
      "job": {
        "job_name": "AI Trainer / AI Writing Evaluator",
        "category": "AI data annotation and LLM training",
        "what_it_is": "Freelance experts generate prompts, rank AI outputs, and improve model responses for frontier AI models",
        "startup_cost": "None - free signup with identity verification",
        "skill_level": "Undergraduate-level expertise in a domain; graduate students and PhDs preferred",
        "typical_pay_range": "could_not_verify - rates stated as competitive but specific figures not disclosed",
        "pay_unit": "hourly",
        "where_to_find_work": "Outlier AI (app.outlier.ai)",
        "adjacent_jobs": "Remotasks, CrowdGen, DataAnnotation"
      },
      "tags": {
        "lane": "teaching",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "outlierai",
        "topic": [
          "unclassified"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1672_job_discovery_ai_services_for_clients_angle_marketplaces_remotasks_worker",
      "category": "Getting Started",
      "title": "Remotasks Worker: job_overview",
      "summary": "Remotasks earns money completing online tasks from home that train AI, with roles including image labeling, audio transcription, and data annotation.",
      "body": "Remotasks earns money completing online tasks from home that train AI, with roles including image labeling, audio transcription, and data annotation.\n\nWhat Remotasks (Scale AI) actually says:\n\n“$15M Total Earnings · 240,000+ Total Taskers · 90+ Countries”",
      "source_type": "official",
      "source_link": "https://www.remotasks.com",
      "last_verified": "2026-10-06",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Remotasks (Scale AI)",
      "evidence_quote": "$15M Total Earnings · 240,000+ Total Taskers · 90+ Countries",
      "volatility": "medium",
      "from_batch": "1672-job-discovery-ai-services-for-clients-angle-marketplaces",
      "subject": "Remotasks Worker",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available in 90+ countries; weekly PayPal or AirTM payouts",
      "job": {
        "job_name": "AI Data Annotator / Tasker",
        "category": "AI-era job slice: services built on AI tools",
        "what_it_is": "Complete tasks like labeling images, transcribing audio, annotating data to train AI models remotely on own schedule",
        "startup_cost": "None - free registration and account setup",
        "skill_level": "Basic computer skills; online courses available",
        "typical_pay_range": "estimated $15/hour based on platform claims ($15M total earnings from 240K taskers)",
        "pay_unit": "hourly or per-task",
        "where_to_find_work": "Remotasks (remotasks.com)",
        "adjacent_jobs": "MTurk, Clickworker, Toloka"
      },
      "tags": {
        "lane": "teaching",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "remotasks",
        "topic": [
          "unclassified"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1672_job_discovery_ai_services_for_clients_angle_marketplaces_crowdgen_expert",
      "category": "Getting Started",
      "title": "CrowdGen by Appen Expert Contributor: job_overview",
      "summary": "CrowdGen is the contributor platform of Appen where expert contributors shape frontier AI through domain-matched work like accounting, legal, medical, and software engineering tasks.",
      "body": "CrowdGen is the contributor platform of Appen where expert contributors shape frontier AI through domain-matched work like accounting, legal, medical, and software engineering tasks.\n\nWhat CrowdGen by Appen actually says:\n\n“Legal Experts → Up to $400/hr→ · Medical Clinicians → Up to $450/hr→ · Software Engineers → Up to $150/hr→ · Healthcare Administrators → Up to $90/hr→”",
      "source_type": "official",
      "source_link": "https://www.crowdgen.com",
      "last_verified": "2026-10-06",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "CrowdGen by Appen",
      "evidence_quote": "Legal Experts → Up to $400/hr→ · Medical Clinicians → Up to $450/hr→ · Software Engineers → Up to $150/hr→ · Healthcare Administrators → Up to $90/hr→",
      "volatility": "low",
      "from_batch": "1672-job-discovery-ai-services-for-clients-angle-marketplaces",
      "subject": "CrowdGen by Appen Expert Contributor",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Global network; 500,000+ contributors paid; 30+ years in operation",
      "job": {
        "job_name": "Domain Expert Contributor",
        "category": "AI-era job slice: services built on AI tools",
        "what_it_is": "Expert contributors apply professional expertise in domains like law, medicine, accounting, and software to advance frontier AI development",
        "startup_cost": "None - free signup with verification process",
        "skill_level": "Professional expertise required; most projects don't require technical skills",
        "typical_pay_range": "Up to $450/hour for medical clinicians to $90/hour for healthcare administrators",
        "pay_unit": "hourly",
        "where_to_find_work": "CrowdGen (crowdgen.com)",
        "adjacent_jobs": "Outlier, Scale AI, Toloka"
      },
      "tags": {
        "lane": "teaching",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "crowdgen",
        "topic": [
          "unclassified"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1672_job_discovery_ai_services_for_clients_angle_marketplaces_usertesting_participant",
      "category": "Getting Started",
      "title": "UserTesting Participant: job_overview",
      "summary": "UserTesting participants complete tasks like surveys, recorded tests with screen/audio/video, and live conversations with customers to provide feedback and earn money.",
      "body": "UserTesting participants complete tasks like surveys, recorded tests with screen/audio/video, and live conversations with customers to provide feedback and earn money.\n\nWhat UserTesting actually says:\n\n“Share your perspective on products and experiences and make money online from the comfort of your home.”",
      "source_type": "official",
      "source_link": "https://www.usertesting.com/get-paid-to-test",
      "last_verified": "2026-10-06",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "UserTesting",
      "evidence_quote": "Share your perspective on products and experiences and make money online from the comfort of your home.",
      "volatility": "medium",
      "from_batch": "1672-job-discovery-ai-services-for-clients-angle-marketplaces",
      "subject": "UserTesting Participant",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Global network; PayPal payment only; participant must agree to terms",
      "job": {
        "job_name": "User Experience Participant / Tester",
        "category": "AI-era job slice: services built on AI tools",
        "what_it_is": "Share perspectives on products and experiences via various test formats including surveys, recorded tests, and live video conversations",
        "startup_cost": "None - free signup and practice test",
        "skill_level": "Basic computer/smartphone skills; device requirements specified",
        "typical_pay_range": "could_not_verify - varies by test type, duration, and demand; dashboard shows amount per test",
        "pay_unit": "per-test",
        "where_to_find_work": "UserTesting (usertesting.com)",
        "adjacent_jobs": "User Interviews, Playtest, Hotjar"
      },
      "tags": {
        "lane": "teaching",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "usertesting",
        "topic": [
          "unclassified"
        ],
        "explicitness": "topless"
      }
    }
  ]
}