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Scale AI: Business Overview, Financials & Competitive Analysis

Scale AI is an American artificial intelligence infrastructure and software company based in San Francisco that offers data annotation, RLHF services, large language model evaluation, and enterprise software suites to...

Analyst-debate audio for Scale AI

AskCyborg analysts argue the bull and bear cases for Scale AI across 11 stress-tested dimensions. Listen on your commute -- faster than reading the 30-page report.

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What's in This Report
Scale AI OverviewStrategic ProfileCompetitive LandscapeIndustry ContextKey facts
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9/ 10Exceptional

Cyborg Score thesis

Scale AI is the essential data infrastructure layer for AI development, with unmatched customer traction and strategic alignment...

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Industry AI Infrastructure & Data Services
4 named competitors
3 recent developments
11 analyst dimensions
Synthesized from analyst-debate stress-testing across 11 dimensions and hundreds of data points. Methodology →
Cyborg Score recalibrated: June 29, 2026
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Scale AI Overview

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Scale AI is an American artificial intelligence infrastructure and software company based in San Francisco that offers data annotation, RLHF services, large language model evaluation, and enterprise software suites to build and deploy AI applications. The company provides the training data behind GPT-4, Gemini, and military AI systems, with Meta investing $14.3B in 2025.

Strategic Profile

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Scale AI launched Scale Labs in March 2026, an expanded research division that serves as a hub for research into artificial intelligence model capabilities, post-training evaluation methods, enterprise deployment, and risk oversight infrastructure, focusing on understanding and testing the reliability of advanced, agentic, and multimodal AI systems. The company's customers include Google, Microsoft, Meta, General Motors, OpenAI, and the U.S. government on military-related projects.

Competitive Landscape

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Scale AI has 42 identified competitors, with viso.ai being noted as one major competitor. The market for AI data infrastructure and evaluation services includes specialized players in data labeling and model testing. Scale AI's differentiation lies in its enterprise customer base, government contracts, and research capabilities that extend beyond pure data annotation.

Industry Context

Scale AI operates in AI Infrastructure & Data Services.

Key facts

Founded: 2016 · Headquarters: San Francisco, US · Employees: 1,000 · Revenue: $870M (2024) · Market cap: $29B

What the analysts stress-tested

The top findings that survived the multi-agent debate for Scale AI.

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Recent developments

Material events tracked by the AskCyborg corpus.

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Named competitors

Pulled from the analyst-debate framework. Click any competitor to see their Cyborg Score.

Data labeling servicesData labeling platform for MLAI evaluationComputer vision data annotationModel testingOpen-source ML models and datasetsSynthetic dataSynthetic data generation platform

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Industry context

Scale AI operates in AI Infrastructure & Data Services. See how the rest of the sector scores on the Cyborg framework.

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Analyst debate, not single-author opinion

Every report is stress-tested by a panel of AI analysts arguing across 11 dimensions. The output is the part of the case that survived pushback.

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Recalibrated weekly

The Cyborg Score is recomputed weekly against fresh data. Recent material developments are continuously tracked and surfaced.

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Methodology open at /methodology

The framework, dimensions, and band breakdowns are documented. The same company gets the same score from any analyst running the framework.

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Sources: public filings, regulatory data, news flow, and proprietary analyst signals. Read the methodology →

Frequently asked questions

What does Scale AI do?+
Scale AI is an American artificial intelligence infrastructure and software company based in San Francisco that offers data annotation, RLHF services, large language model evaluation, and enterprise software suites to...
What is Scale AI's Cyborg Score?+
Scale AI has a Cyborg Score of 9/10 (Exceptional). The score synthesizes business model, financials, leadership, competitive position, technology, marketing, and ESG dimensions across hundreds of data points.
Who are Scale AI's main competitors?+
Named competitors include Data labeling services, AI evaluation, Model testing, Synthetic data. The full competitive landscape is in the AskCyborg report.
How can I get the full Scale AI research report?+
Get the report plus analyst-debate audio at askcyborg.com -- no credit card required for preview access. Pro adds saved-company audio playlists and monitoring.
How current is the Scale AI research?+
The Cyborg Score is recalibrated weekly. Recent developments are tracked continuously and surfaced in every report.

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