Scale AI
Enterprise AI data, evaluation and deployment platform.
Available information varies by company and source.
Profile record updated:
Company facts
- Entity type
- COMPANY
- Founded
- 2016
- Company size
- 501–1,000
- Market role
- B2B SaaS Provider
- Official website
- scale.com
What Scale AI does
Scale AI creates value by supplying the infrastructure, workflows and services needed to build production-grade AI systems. Its offering combines software platforms, APIs and workflow tooling with human-in-the-loop data operations, allowing customers to improve model quality, accelerate deployment and operate AI systems in standard or highly regulated environments.
Category differentiation
Scale AI is not a foundational model developer in the same sense as OpenAI or Anthropic. It is primarily an enterprise AI infrastructure provider focused on training data, evaluation and deployment workflows.
Strategic context
AI-supported assessment from the existing company research; distinguish interpretation from sourced facts.
Scale AI is a private B2B software company focused on AI data infrastructure, model evaluation and enterprise deployment tooling. It sells platforms that help organisations collect and label training data, evaluate model outputs, and deploy generative AI systems, including in regulated and government environments. Its customers are enterprise AI teams, developers, data science organisations, government agencies and defence users.
Company news briefing
Briefing updated:
Meta's $14.3 billion investment involving Scale AI continues to underpin broader AI infrastructure expansion and the rollout of services like Meta One. Meanwhile, Scale AI remains a customer of AI agent startup Console, which was recently acquired by Palo Alto Networks for $500 million. Additionally, Scale AI's HarnessOpt-Bench framework continues to highlight the critical optimisation challenges within the AI harness ecosystem.
Business model & monetisation
Scale AI primarily monetises through usage-based pricing linked to data annotation, processing and model evaluation workloads, supplemented by enterprise contracts for platform access, support and customised deployments. Secure government and regulated-environment products appear to be sold through bespoke contracts, while API and workflow access support a software-plus-services model rather than pure flat-fee licensing.
- Data annotation and processing workloads
- Pay-per-Use
- Enterprise platform access and support
- Software Subscription
- Custom secure deployments for government and regulated users
- Service Fee
- Developer API and SDK access
- Pay-per-Use
Products & capabilities
No products with linked sources are available in this view.
Products & market categories
Competitors & alternatives
- Sama
Enterprise AI data annotation and validation platform with managed services.
- SenseTime
Chinese AI platform spanning infrastructure, models, and enterprise applications.
- Groq
AI inference cloud for low-latency enterprise and developer workloads.
- Cohere
Enterprise AI platform for secure language models and deployments.
- Aleph Alpha
Sovereign European AI platform for regulated enterprise and public-sector workflows.
Side-by-side comparisons
Recent recorded signals
Dates refer to the source publication. Older entries are historical context, not evidence of a new event.
Meta launches AI-focused subscription plans
Platform · Recorded impact score: 4/5
Meta has launched Meta One, a unified subscription service bundling premium features across Instagram, Facebook, WhatsApp, and Meta AI, now globally available. Core functions remain free, while the subscription offers extended AI usage, enhanced self-expression tools, and professional solutions for creators and businesses, gradually rolling out to apps like Edits and AI glasses. Over 15 million subscriptions and trials have been recorded. Pricing starts at $2.99/€2.49 per month for individual app-plus plans, with bundled Core and Premium tiers at $7.99 and $19.99 (€6.99 and €16.99) monthly, and business plans ranging from $14.99 to $499 (up to €549) per month. This initiative aligns with Meta's AI monetization strategy, following a $14.3 billion investment in Scale AI and planned infrastructure spending exceeding $600 billion by 2028. Early revenue data shows Instagram at $1.2 million daily and Facebook at $528,000 as of September 9, 2026, though the launch faces regulatory scrutiny and industry warnings about AI risks.
- Meta One is a unified subscription service for Instagram, Facebook, WhatsApp, and Meta AI, globally available, launched on September 16, 2026.
- Over 15 million subscriptions and trial activations have been recorded from earlier tests.
Meta Launches Paid Personal AI Agent App 'Muse' Amid Privacy Scrutiny
AI Agents · Recorded impact score: 5/5
Meta launched Muse, a personal AI agent, on September 8, 2026, initially in the US, with availability across web, iOS, Android, and WhatsApp, and now expanded to Mac desktop. Powered by the Muse Spark 1.3 model, Muse autonomously handles tasks like emailing, travel booking, purchases, organizing files, filling forms, and summarizing messages. It operates in a secure VM per user, with a Sentinel agent approving sensitive actions, and integrates with Messages, Calendar, and Notes. Payments are processed via Stripe's Link, with integrations like Shopify Shop Pay and 1Password. The service offers a free tier (up to 100 million tokens weekly) and paid plans, including Meta One starting at $20 or 2.49 Euros monthly, with a $100 premium option. Despite privacy concerns and an up to $18 billion settlement over addictive design, Meta asserts user data isn't used for ads, focusing on commerce monetization. A confidential VM with user-held encryption keys is planned for later this year.
- Meta launched Muse on September 8, 2026, as a personal AI agent, initially in the US, across web, iOS, Android, WhatsApp, and now Mac desktop.
- Muse is powered by Muse Spark 1.3, and can handle tasks like emailing, travel booking, purchasing, file organization, form filling, and summarizing messages, with integrations for Messages, Calendar, and Notes.
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Questions about Scale AI
What is Scale AI?
Scale AI is a private enterprise software company that provides AI data infrastructure, model evaluation and deployment platforms for businesses and government users.
Who uses Scale AI?
Its users include enterprise AI teams, developers, ML organisations, startups needing rapid data labelling, and government or defence teams requiring secure AI deployment.
How does Scale AI make money?
It makes money through usage-based charges for data processing and evaluation, plus enterprise software contracts, support and custom regulated deployments.
Sources & coverage
This profile uses public, official and technically observable information. Missing information does not prove that a product or relationship does not exist. The list below does not imply that every profile statement has been verified.
13 publicly documented primary sources and citations linked across the market graph.
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