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>Amazon vs Scale AI

Amazon AI Company Profile & RankingsScale AI AI Company Profile & Rankings

AI Activity Comparison

Amazon

Amazon is an American multinational technology company with core operations in e-commerce, cloud computing, digital streaming, and artificial intelligence. Founded by Jeff Bezos in 1994, it began as an online bookseller and expanded to become a major online marketplace and retailer. Its significant subsidiaries include Amazon Web Services (AWS), a leading cloud computing platform; Zoox, a self-driving car division; and Kuiper Systems, a satellite internet provider. The company augmented its physical retail presence through its acquisition of Whole Foods Market. Amazon distributes media content through services such as Prime Video, Amazon Music, and Audible. It is currently ranked among the top companies in the artificial intelligence sector.

Scale AI

Scale AI, Inc. is a San Francisco-based company that provides data annotation, data labeling, and model evaluation services for the development of artificial intelligence applications. Its offerings include software and infrastructure to support AI development, primarily for computer vision and large language models (LLMs). The company operates a research division, the Safety, Evaluation and Alignment Lab, which focuses on evaluating and aligning LLMs. Scale AI's commercial clients have included Google, Meta, Microsoft, OpenAI, and General Motors. The company also engages in contracts with governments, including the United States for military projects. It was founded in 2016 by Alexandr Wang and Lucy Guo and is backed by investors including Index Ventures and Tiger Global Management.

Data updated: • Live

Based on 146 events tracked for Amazon over the past 30 days (47 in the past 7 days), updated in near real-time.

Amazon versus Scale AI: Live 2026 Comparison

Based on real-time data, Amazon outperforms Scale AI across both activity (47 vs 3 events this week) and community sentiment (27% vs -10%). This comparison draws on 50 tracked events from the past 7 days — including product launches, research papers, and community discussions — scored through our 5-dimension scoring methodology. Our Hype Gap analysis shows Scale AI has more authentic positioning (gap: -1.5) compared to Amazon (4.3). Data refreshes every 5 minutes. Compare other AI companies →

Amazon vs Scale AI: Key Signals

Activity:Amazon 47 events/wk vs Scale AI 3
Sentiment:Amazon 27% vs Scale AI -10%
Rank gap:#7 vs #114 (107 positions apart)
Hype gap:Amazon +4.3 vs Scale AI -1.5
Score:Amazon 272 vs Scale AI 16

Data refreshes every 5 minutes. Compare other companies →

Amazon vs Scale AI: Head-to-Head

Comparison of key metrics between Amazon and Scale AI
MetricAmazonScale AI
Rank#7#114
Overall Score272.015.8
7-Day Events473
30-Day Events14610
Sentiment27%-10%
Momentum
7d vs 30d velocity
+84%0%
Hype Score9.15.9
Reality Score4.87.4
Hype Gap+4.3-1.5

📊 Visual Comparison

Compare 5 key metrics on a 0-100 scale. Larger area = stronger overall performance.

Amazon
Scale AI
Activity
24vs2
Sentiment
27vs0
Score
272vs16
Momentum
50vs50
Confidence
0vs0

Metric Definitions:

Activity: Weekly GitHub events (max 200 = 100)
Sentiment: Community sentiment (0-100)
Score: Overall ranking score
Momentum: Rank movement trend (50 = neutral)
Confidence: Data confidence level (0-100)

What Separates Amazon from Scale AI

Who Ships Faster: Amazon or Scale AI?

Amazon logged 47 events this week vs Scale AI's 3 — a 15.7x difference in product launches, research papers, and code commits. Over the past 30 days, the gap is 14.6x (146 vs 10), suggesting this gap is widening.

What Users Think of Amazon vs Scale AI

Amazon has 27% positive sentiment vs Scale AI's -10%. That 37-point gap is significant — it signals stronger user satisfaction and fewer community complaints about Amazon.

Does Scale AI Deliver on Its Promises?

Scale AI's hype gap of -1.5 vs Amazon's 4.3 means Scale AI delivers on its promises — marketing claims closely match actual capabilities.

Where Amazon and Scale AI Rank

Amazon at #7 outranks Scale AI at #114 among 2,800+ AI companies. The 107-rank gap reflects different market tiers and adoption levels.

Amazon vs Scale AI: Momentum Trend

Amazon is accelerating (84% velocity growth) while Scale AI is flat — a diverging trend worth watching.

About Amazon and Scale AI

Amazon

Headquarters
Seattle, WA
Rank
#7
Score
272.0
Website
amazon.com

Scale AI

Headquarters
San Francisco, CA
Rank
#114
Score
15.8
Website
scale.com

Latest Signals: Amazon vs Scale AI

Latest tracked events for each company — product launches, research papers, community discussions, and more.

Amazon(47 events this week)

  • AWS DevOps Agent: Automated Incident Response and Root Cause Analysis on AWS

    Dev.to AI Tag
  • AWS launches Amazon Bio Discovery to accelerate AI-powered research in life sciences - About Amazon

    Google News - AI General
  • AWS launches Amazon Bio Discovery to accelerate AI-powered research in life sciences - About Amazon

    Google News - AI General
  • AWS Launches Amazon Bio Discovery Agentic AI to Accelerate Drug Development - Genetic Engineering and Biotechnology News

    Google News - AI General
  • AWS Launches Amazon Bio Discovery Agentic AI to Accelerate Drug Development - Genetic Engineering and Biotechnology News

    Google News - AI General
View all Amazon signals →

Scale AI(3 events this week)

  • Scale AI launches Voice Showdown, the first real-world benchmark for voice AI - and the results are humbling for some top models

    Hacker News Newest
  • AI Agents Fail 97.5% of Real Jobs: What 3 New Studies Reveal About Agent Reliability

    Dev.to AI Tag
  • Scale AI Launches 'Voice Showdown' To Rival OpenAI, xAI, Anthropic In Voice AI Models - Benzinga

    Google News - AI General
  • Porn, dog poo and social media snaps: the ‘taskers’ scraping the internet for Meta-owned AI firm

    The Guardian AI
  • A benchmark of expert-level academic questions to assess AI capabilities - Nature

    Hacker News Newest
View all Scale AI signals →

Analysis: Amazon vs Scale AI

Amazon (#7) leads Scale AI (#114) by 107 ranks, reflecting a meaningful difference in overall market position and activity.

Amazon is gaining momentum (84% velocity increase) while Scale AI is holding steady, creating a potential ranking shift ahead.

Community sentiment diverges sharply: Amazon at 27% positive vs Scale AI's -10%. Scale AI maintains more authentic positioning with a hype gap of -1.5, compared to Amazon's 4.3 — a key signal for evaluating long-term reliability.

Watch for: Amazon's latest signal ("AWS DevOps Agent: Automated Incident Response and Root Cause...") and Scale AI's ("Scale AI launches Voice Showdown, the first real-world bench...") could shift this matchup.

Want More Details?

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Compare API Pricing

Amazon offers LLM APIs. Compare model pricing across 1,500+ models from 23+ providers.

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Why Compare Amazon vs Scale AI?

Cross-Tier Comparison

Comparing Amazon (#7) with Scale AI (#114) reveals the 107-rank gap between different market tiers. Useful for understanding what separates top-tier from emerging players.

Who Compares Amazon and Scale AI

Enterprise Buyers

Comparing market leader against emerging alternative to balance stability vs innovation.

"Amazon for enterprise-grade reliability, Scale AI for cutting-edge features."

Investors & Analysts

Tracking momentum, activity levels, and market sentiment to identify growth opportunities.

"Monitor Amazon's higher activity for potential upside."

Key Differences Between Amazon and Scale AI

  • **Activity**: Amazon shows 44 more events in 7 days, suggesting higher development velocity.
  • **Community Perception**: Amazon has notably stronger positive sentiment (37% higher).
  • **Overall Performance**: 256.2-point score gap indicates Amazon has stronger combined metrics across activity, sentiment, and execution.

Choosing Between Amazon and Scale AI

Consider Amazon if you value:

  • • Proven market leadership (#7)
  • • Higher development activity
  • • Stronger community sentiment

Consider Scale AI if you value:

  • • Higher substance-to-hype ratio

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