What AI says about Scale
Scale provides data annotation platforms, managed labeling services, and AI infrastructure for computer vision and model training. It is among the brands most often named for high-volume image labeling, managed outsourcing, and reinforcement learning from human feedback.
AI calls itindustry heavyweight,enterprise-grade,leader,large-scale,enterprise-scale,market leader
Since Jul 5Updated Nov 12, 2026Based on 4,119 AI answers
Reviewed by Dimitry Apollonsky
Mentioned in · Public index
22%
of AI answers about Scale and its rivals · since Jul 5
Based on 4,119 AI answers
- ChatGPT21%
- Google AI Mode24%
How often AI mentions Scale
of AI answers about Scale and its rivals
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Sep 14OctNov 2
- · ChatGPT switched to GPT-6 Luna
Scale products and brands in AI answers
BrandMentioned in
Markets where AI mentions Scale
Mentioned inLowHighFew answers
All marketsChatGPTGoogle AI Mode
- RLHF Data Collection & Training PlatformsChatGPTGoogle AI Mode
- Data Annotation Platforms and ServicesChatGPTGoogle AI Mode
- Cloud Machine Learning Infrastructure PlatformsOutside both engines’ top 25
- AI Strategy & Adoption ConsultingOutside both engines’ top 25
- AI Red Teaming ServicesOutside both engines’ top 25
- Synthetic Data Generation PlatformsOutside both engines’ top 25
- AI Red Teaming & Pen TestingOutside both engines’ top 25
- DePIN & AI Infrastructure TokensOutside both engines’ top 25
- HR, Payroll & PEO SoftwareOutside both engines’ top 25
- Edge AI Model Optimization ToolsOutside both engines’ top 25
- Healthcare AI Triage and Imaging SoftwareOutside both engines’ top 25
- Web Scraping & Browser Automation APIsOutside both engines’ top 25
Topics where AI mentions Scale
TopicMentioned in · on this topicRank
- Affordable data labeling platform for computer vision models
- Human preference ranking
- Computer vision data labeling
- Multimodal data labeling
- 3D point cloud annotation tool
- Collaborative real-time video annotation tool
- In-house data labeling services
- Text data annotation tools for NLP
- Medical imaging data labeling services
- AI-assisted segmentation data annotation tool
- Decentralized AI data labeling rewards
- Video annotation labeling platform with active learning
- Video annotation tool for object tracking and action recognition
- Web data extraction for LLMs
- Product management consultants for AI
- Medical imaging annotation
- Managed computer vision training platform
- Data infrastructure maturity consultants
- AI training data collection
- Medical image annotation platform
- Fine-tuning with data ownership
- AI application vulnerability testing
- Adversarial AI testing services
- Synthetic data platform for autonomous vehicle scenarios
- LLM integration into existing applications
- Privacy-protected synthetic data
- Vertical SaaS investment
- Global workforce management software for enterprises
- Most mentionedMentioned in
- I am preparing data for a large-scale ML model. Who offers data cleaning and labeling services at scale?on this questionScale shares the lead for mentions with 1 more96%
Excerpts where Scale appeared in the AI's answer
Google AI ModeOct 18, 2026, Google AI Mode Scale AI: A market leader for large language model (LLM) and generative AI data workflows.
Google AI ModeSep 23, 2026, Google AI Mode Scale AI: One of the heavyweights for enterprise-grade data annotation, fine-tuning data, and RLHF
- We are implementing "continuous alignment." Who offers Reinforcement Learning from Human Feedback (RLHF) services?on this questionScale is the most-mentioned brand95%
- I need to label a million images for a computer vision project. What's the best data annotation platform that uses a combination of AI and human labelers for speed?on this questionScale is the most-mentioned brand100%
Excerpts where Scale appeared in the AI's answer
ChatGPTOct 19, 2026, ChatGPT My top recommendation is Scale AI if you want a managed, high-volume labeling operation
Google AI ModeOct 19, 2026, Google AI Mode Scale AI : The gold standard for enterprise-scale, high-volume computer vision.
- 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 questionScale is the most-mentioned brand100%
Excerpts where Scale appeared in the AI's answer
Google AI ModeSep 29, 2026, Google AI Mode Scale AI — Known as the heavy-weight infrastructure provider for massive, full-service RLHF, data labeling, and red-teaming at scale.
ChatGPTSep 29, 2026, ChatGPT Scale explicitly offers RLHF, data generation, evaluation, safety and alignment through its Data Engine
- Which platforms offer the best end-to-end management for both human feedback collection and the subsequent RLHF fine-tuning process?on this questionScale shares the lead for mentions with 1 more100%
Scale in AI answers
1 of 8
I'm looking to outsource my entire data labeling project. What is the best managed data labeling service for a startup?
ChatGPTChatGPT· Nov 8, 2026
Scale AI Best for large-scale, sophisticated AI training data projects.
Google AI ModeGoogle AI Mode· Oct 31, 2026
Scale AI: The industry heavyweight. Scale offers fully managed labeling across vision, language, and RLHF (Reinforcement Learning from Human Feedback) with a massive global workforce.
Sites AI cites
- Your site23%
- Scale: Reliable AI Systems for Critical Decisions (opens in a new tab) · 11%Lists Scale
- Scale Data Engine | AI Training Data at Scale | Scale AI (opens in a new tab) · 3%
- Data Labeling: The Authoritative Guide | Scale AI (opens in a new tab) · 2%
- Generative AI Data Engine | Scale AI (opens in a new tab) · 1%
- Meet with our team | Scale AI (opens in a new tab) · 1%
- Generative AI Data Engine | Scale AI (opens in a new tab) · <1%
- Autonomous Driving Data Solutions | Scale AI (opens in a new tab) · <1%
- About Us | Reliable AI for Critical Decisions | Scale AI (opens in a new tab) · <1%
- Overview - Scale Documentation (opens in a new tab) · <1%
- Expert AI Training Data | Scale AI (opens in a new tab) · <1%
- 7%
- Scale AI - Wikipedia (opens in a new tab) · 5%
- Surge AI - Wikipedia (opens in a new tab) · <1%
- Toloka - Wikipedia (opens in a new tab) · <1%
- Seldon (company) - Wikipedia (opens in a new tab) · <1%
- Adaptive ML - Wikipedia (opens in a new tab) · <1%
- Center for AI Safety - Wikipedia (opens in a new tab) · <1%
- Playment - Wikipedia (opens in a new tab) · <1%
- 4%
- 5 Best Text Annotation & Labeling Services in 2026 - YouTube (opens in a new tab) · 1%
- 7 Best Video Labeling Service Providers In 2026 (opens in a new tab) · <1%
- 9 Powerful Image Labeling Tools in 2026 (opens in a new tab) · <1%
- 10 best annotation tools for computer vision applications (opens in a new tab) · <1%
- Enterprise Product Demo: Agent Infrastructure (opens in a new tab) · <1%
- 7 Data Annotation Platforms Built for Robotics & Physical AI in 2026 (opens in a new tab) · <1%
- 5 Best Text Annotation & Labeling Services in 2026 (opens in a new tab) · <1%
- Improve Vision Model Performance with Continuous ... (opens in a new tab) · <1%
- Curate training data via labeling functions— 10 to 100x faster (opens in a new tab) · <1%
- Curate training data via labeling functions— 10 to 100x faster (opens in a new tab) · <1%
- Leaves Scale out3%
- Top 5 Data Annotation for AI Labs (Full Review 2026) (opens in a new tab) · 1%
- Top 10 Human Data Providers in 2026: Full In-Depth Review (opens in a new tab) · 1%Leaves Scale out
- The Ultimate AI Data Labeling Industry Overview (2026) (opens in a new tab) · <1%
- Top 10 AI Tutor Marketplaces for AI Labs (2026) – In-Depth Guide (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 to Find Human Data Labelers (The Ultimate 2026 Guide) (opens in a new tab) · <1%
- Appen (opens in a new tab) · <1%
- How AI Labs Are Hiring People to Train Models (2026 Insider Guide) (opens in a new tab) · <1%
- Top 10 Data Annotators for AI Labs (2026 Benchmark) (opens in a new tab) · <1%
- 2%
- Any other RLHF/data annotation/labeling company? (opens in a new tab) · 1%
- Building autonomous loops? Here is how the top data labeling tools stack up for AI Agents and RLAIF. (opens in a new tab) · <1%
- AI Training & Data Annotation Companies – Updated List (2026) (opens in a new tab) · <1%
- [D] Any other RLHF/data annotation/labeling company? (opens in a new tab) · <1%
- [D] Build an in-house data labeling team vs. Outsource to a vendor? (opens in a new tab) · <1%
- Leading Image Annotation Companies Shaping the AI Landscape in 2026 (opens in a new tab) · <1%
- Reddit - Prove your humanity (opens in a new tab) · <1%
- AI Training & Data Annotation Companies – Updated List (2026) (opens in a new tab) · <1%
- Labeling tool free vs paid version (any recommendation) (opens in a new tab) · <1%
- AI Training & Data Annotation Companies – Updated List (2026) (opens in a new tab) · <1%
- 2%
- RLHF Tools | 2025's Top 7 Platforms Compared (opens in a new tab) · <1%
- 6 Best Scale AI Alternatives in 2026 (opens in a new tab) · <1%
- 8 Best Video Labeling Tools for Robotics Manipulation 2026 (opens in a new tab) · <1%
- Scale AI vs Labellerr vs Cloudfactory (opens in a new tab) · <1%
- 10 Best Audio Annotation & Labeling Service Providers 2026 (opens in a new tab) · <1%
- Best Data Labeling User Interface: Features & Best Practices (opens in a new tab) · <1%
- 10 Best Image Annotation & Labeling Service Providers 2026 (opens in a new tab) · <1%
- Complete Guide to Annotation Software in 2026 (opens in a new tab) · <1%
- Guide to Choosing the Best Data Labeling Software in 2025 (opens in a new tab) · <1%
- 7 Best Data Annotation Services for Security & Surveillance (opens in a new tab) · <1%
- 2%
- Exclusive: Google, Scale AI's largest customer, plans split after Meta deal, sources say | Reuters (opens in a new tab) · 1%
- Scale AI's bigger rival Surge AI seeks up to $1 billion capital raise, sources say (opens in a new tab) · <1%
- US Labor Department investigating Nvidia, Amazon-backed startup Scale AI (opens in a new tab) · <1%
- Snorkel AI valued at $3.5 billion amid surging demand for complex AI training data (opens in a new tab) · <1%
- Scale AI valued at $14 bln in Nvidia, Amazon-backed funding round | Reuters (opens in a new tab) · <1%
- 2%
- Label Your Data vs Scale AI: For ML Teams Evaluating Vendors in 2026 | Label Your Data (opens in a new tab) · <1%
- Scale AI Competitors: Best 2026 Options for ML Teams | Label Your Data (opens in a new tab) · <1%
- Scale AI Review (2025): Features, Pricing, and Top Alternatives | Label Your Data | Label Your Data (opens in a new tab) · <1%
- Labelbox Competitors: Top Alternatives for Data Labeling in 2026 | Label Your Data (opens in a new tab) · <1%
- Data Annotation Tools: Comparing Top Solutions in 2025 | Label Your Data (opens in a new tab) · <1%
- Image Annotation: Essential Tools and Techniques for AI Teams (opens in a new tab) · <1%
- Image Annotation Tools: Must-Have Picks for 2026 | Label Your Data (opens in a new tab) · <1%
- Text Annotation Tool: A 2026 Guide for ML and NLP Teams | Label Your Data (opens in a new tab) · <1%
- Data Annotation Tools: Comparing Top Solutions in 2026 | Label Your Data (opens in a new tab) · <1%
- Top Multimodal Annotation Companies: 2026 Buyer’s Guide | Label Your Data (opens in a new tab) · <1%
