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Power Law company profile

Scale

Defence · San Francisco, United States · Founded 2016 Decacorn

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Valuation
$10–50B
Latest valuation · 2026
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Revenue
$1–5B
Latest reported FY
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Headcount
5–10k
Current team size
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Accelerates the development of AI applications by helping machine learning teams generate high-quality ground truth data

Investors

34 investors on Scale's cap table

Sourced from Dealroom's funding history. Investor profile links are shown where available.

Seed 1 investor entered at this stage
Series A 7 investors entered at this stage
Greg Brockman
Accel
Ilya Sukhar
Arena Ventures
Guillermo Rauch
Charlie Cheever
Justin Kan

Global footprint

Where Scale has talent and traffic

AI talent share
7.5% of workforce is AI talent
(479 of 6,428 staff)
Core AI1702.64%
Other AI3094.81%
Non-AI workforce5,94992.55%
Workforce by country
84 countries with
team presence
🇺🇸 United States47.3%
🇲🇽 Mexico9.4%
🇮🇳 India5.9%
🇦🇷 Argentina4.9%
🇬🇧 United Kingdom3%
Top 5 of 84 shown
Web traffic by country
590K monthly visits
across markets
🇺🇸 United States26.7%
🇮🇳 India9.8%
🇲🇽 Mexico3.9%
🇵🇭 Philippines3.3%
🇬🇧 United Kingdom3.2%
Top 5 markets shown

Patent intelligence

$868k patent portfolio · 13 active families

Estimated portfolio value
$868k
<0.01% of valuation · 13.8× smaller than top peer Applied Intuition ($12M)
13 active patent families
Where Scale innovates Data scienceLearning modelsPoint cloudPattern recognitionData mining

Where Scale concentrates vs peers

Each axis is a top-10 topic across Scale and its closest peers. #1 = 100, #10 = 10, absent = 0.

Compare against

Source: Dealroom Patent Intelligence · Patsnap. Request a demo for the full per-sub-category breakdown, individual records, and quality-score history.

Capital deployed

Scale's 3 investments and acquisitions.

Every disclosed deal where Scale appeared as a backer or acquirer, 2020–2026. Toggle between venture rounds, M&A, or both. The map below is grouped by the target company's sector — the colored pill on each chip is the round type.

Portfolio analysis

3 deals across Scale's capital deployment.

Where the deals concentrate by sector, stage, and decade.

By sectorCount
    By stageCount
      By periodCount

        01 · Deployment strategy vs peers

        Where Scale deploys vs peers

        Each axis is a Dealroom topic tag — picked from the cluster's most-tagged themes. Values are normalized per axis: the peer with the highest tag-coverage on that axis sits at the edge, others scale relative to them. Toggle between M&A, venture, or both.

        Compare against

        02 · Portfolio market map

        Scale's portfolio, mapped.

        Each chip is one company. Pill colour shows round type — green for Seed, blue for Series A, purple for B/C+, pink for late-stage, amber for M&A. Bigger sectors keep their full list behind “+ N more”.

        Stage
        Period
        3 of 3 deals

        Sentiment on X

        What X is saying about Scale

        An AI-synthesized read of the highest-engagement posts about Scale on X over the past 7 days. We rank by likes & retweets, ignore corporate channels, and surface the themes that broke out from real people.

        Reading the room on X — pulling top posts and synthesizing themes…

        Source: X recent search ranked by engagement (likes + retweets) · Synthesis by Claude · Cached for 1 hour

        See Scale on the full Dealroom platform

        Live deal flow, founder pedigree, hiring signals, revenue trajectory, and the full cap table.