What AI says about Appen
Since Jul 5Updated Oct 30, 2026Based on 7,428 AI responses
Reviewed by Dimitry Apollonsky
AI summary
Appen provides data annotation, cleaning, and evaluation services to train machine learning models using a global remote workforce. It is regularly recommended for large-scale data labeling, managing crowdsourced teams, and gathering RLHF preference data.
Mentioned in
4%
of AI answers about Appen and its rivals
- ChatGPT5%
- Google AI Mode3%
Markets where AI mentions Appen
Market# · Mentioned in
All markets4%
- RLHF Data Collection & Training PlatformsAI picks Scale most#8 · 25%
- Data Annotation Platforms and ServicesAI picks Labelbox most#11 · 10%
- AI Red Teaming ServicesAI picks NVIDIA Garak and 3 more about as often#36 · 2%
- Algorithmic Bias Auditing ServicesAI picks Babl and 2 more about as often#66 · <1%
- Money-Making Apps and Survey SitesAI picks Swagbucks most#78 · 1%
- Language Services and Editing ProvidersAI picks Gengo and 4 more about as often#86 · <1%
- AI Strategy & Adoption ConsultingAI picks Deloitte and 1 more about as often#123 · 1%
Topics where AI mentions Appen
TopicMentioned in · on this topicRank
- AI picks mostMentioned in
- I am preparing data for a large-scale ML model. Who offers data cleaning and labeling services at scale?on this questionAI picks Scale most93%
Excerpts where Appen appeared in the AI's answer
Google AI ModeOct 18, 2026, Google AI Mode Appen: One of the longest-standing providers offering massive global crowdsourcing for data annotation
Google AI ModeSep 23, 2026, Google AI Mode Appen: A veteran global data partner specializing in massive-scale linguistic, speech, NLP, and multimodal datasets
- We are implementing "continuous alignment." Who offers Reinforcement Learning from Human Feedback (RLHF) services?on this questionAI picks Surge AI and 1 more about as often61%
Excerpts where Appen appeared in the AI's answer
Google AI ModeSep 20, 2026, Google AI Mode Scale AI, Appen, and Surge AI are the primary industry leaders offering comprehensive enterprise-grade Reinforcement Learning from Human Feedback (RLHF) services for continuous AI alignment.
Google AI ModeSep 16, 2026, Google AI Mode Appen – A veteran data-labeling vendor that provides human-in-the-loop annotation
- We are building a dataset for self-driving cars. Who offers image segmentation annotation services?on this questionAI picks Scale and 1 more about as often43%
Excerpts where Appen appeared in the AI's answer
Google AI ModeOct 28, 2026, Google AI Mode Appen : Combines global crowdsourcing and managed enterprise solutions
Google AI ModeOct 10, 2026, Google AI Mode Appen : A massive global data provider leveraging a large contributor network and tooling to manage multi-modal annotation needs, including polygon and semantic image segmentation.
- As a startup training proprietary models, we need a reliable platform to host our human-in-the-loop alignment tasks; which vendors are the top choices for RLHF services today?on this questionAI picks Scale most38%
Excerpts where Appen appeared in the AI's answer
- The problem is, managing our remote labeling workforce is difficult. What is the best data labeling platform with built-in workforce management?on this questionAI picks Labelbox most21%
Excerpts where Appen appeared in the AI's answer
Google AI ModeOct 10, 2026, Google AI Mode Appen (ADAP - Appen Data Annotation Platform) is built specifically for blending internal remote experts with external crowdsourced labor.
ChatGPTSep 18, 2026, ChatGPT Appen ADAP — particularly oriented toward operating a large distributed labeling workforce.
How prominently AI mentions Appen
- Named first3%
- 2nd or 3rd39%
- Later58%
Insights for Appen
Gap between platforms: The platform gap in RLHF Data Collection & Training Platforms widened
ChatGPTChatGPT36%Google AI ModeGoogle AI Mode13%
How AI rates Appen
Common descriptions
large-scale · large global workforce · global workforce · large multilingual workforce · massive · multilingual
Tone of AI’s statements about Appen
- Positive44%
- Neutral50%
- Mixed4%
- Negative2%
Appen in AI answers
Question: We are building a dataset for self-driving cars. Who offers image segmentation annotation services?
Google AI ModeOct 28, 2026
Appen : Combines global crowdsourcing and managed enterprise solutions
Google AI ModeOct 10, 2026
Appen : A massive global data provider leveraging a large contributor network and tooling to manage multi-modal annotation needs, including polygon and semantic image segmentation.
Question: The problem is, managing our remote labeling workforce is difficult. What is the best data labeling platform with built-in workforce management?
ChatGPTSep 18, 2026
Appen ADAP — particularly oriented toward operating a large distributed labeling workforce.
Sources AI cites
- Your site53%
- AI Training Data & Human Data for AI Models | Appen (opens in a new tab) · 10%
- Subject Matter Expert RLHF Data | Appen (opens in a new tab) · 8%
- AI Training Data & Human Data for AI Models | Appen (opens in a new tab) · 6%
- Data Annotation Services | Text, Image, Audio, Video (opens in a new tab) · 6%
- AI Training Data Services | Appen (opens in a new tab) · 5%
- Appen Red Teaming (opens in a new tab) · 4%
- AI Data Platform (ADAP) | Appen (opens in a new tab) · 3%
- Supervised Fine Tuning | Appen (opens in a new tab) · 2%
- LLM Training Data Services | Appen (opens in a new tab) · 1%
- AI Regulatory & Ethics Audits | Appen (opens in a new tab) · 1%
- Leaves Appen out4%
- Top 10 Human Data Providers in 2026: Full In-Depth Review (opens in a new tab) · 1%Leaves Appen out
- Top 5 Data Annotation for AI Labs (Full Review 2026) (opens in a new tab) · 1%
- How to Assess Human Data Labelers: Screening the AI Workforce (2026 Guide) (opens in a new tab) · 1%
- How AI Labs Are Hiring People to Train Models (2026 Insider Guide) (opens in a new tab) · <1%
- The Ultimate AI Data Labeling Industry Overview (2026) (opens in a new tab) · <1%
- 2%
- Appen USA (opens in a new tab) · <1%
- Data Labeling & Tagging - Appen USA – Innovative Careers in Tech & Customer Support (opens in a new tab) · <1%
- Data Labeling & Tagging - Appen USA – Innovative Careers in Tech & Customer Support (opens in a new tab) · <1%
- Solutions - Appen USA – Innovative Careers in Tech & Customer Support (opens in a new tab) · <1%
- Leaves Appen out2%
- TELUS Digital Customer Experience & Digital Solutions (opens in a new tab) · 1%Leaves Appen out
- Everest Group Data Annotation and Labeling Solutions for AI/ML PEAK Matrix® Assessment 2024 - Focus on TELUS International (opens in a new tab) · <1%
- TELUS Digital AI Data Solutions (opens in a new tab) · <1%
