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>Scale AI vs Walmart

Scale AI AI Company Profile & RankingsWalmart AI Company Profile & Rankings

AI Activity Comparison

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.

Walmart

Walmart Inc. is an American multinational retail corporation operating a chain of hypermarkets, discount department stores, and grocery stores. Headquartered in Bentonville, Arkansas, the company was founded by Sam and James Walton in 1962. It is the world's largest company by revenue and the largest private employer globally, with approximately 2.1 million employees. The publicly traded company is controlled by the Walton family, who own a majority stake. Walmart also owns and operates the Sam's Club chain of retail warehouses. The company, which switched its listing to the Nasdaq in December 2025, has recently focused on AI-driven initiatives, including a partnership with Alphabet for AI-assisted shopping and the development of a 'super app'.

Data updated: • Live

Based on 4 events tracked for Scale AI over the past 30 days (2 in the past 7 days), updated in near real-time.

Scale AI versus Walmart: Live 2026 Comparison

Walmart leads in development velocity with 3 events this week (1.5x more than Scale AI), while Scale AI holds the edge in community sentiment at 45% positive. This comparison draws on 5 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: -0.9) compared to Walmart (7.9). Data refreshes every 5 minutes. Compare other AI companies →

Scale AI vs Walmart: Key Signals

Activity:Walmart 3 events/wk vs Scale AI 2
Sentiment:Scale AI 45% vs Walmart 38%
Rank gap:#85 vs #98 (13 positions apart)
Hype gap:Scale AI -0.9 vs Walmart +7.9
Score:Scale AI 13 vs Walmart 11

Data refreshes every 5 minutes. Compare other companies →

Scale AI vs Walmart: Head-to-Head

Comparison of key metrics between Scale AI and Walmart
MetricScale AIWalmart
Rank#85#98
Overall Score12.711.1
7-Day Events23
30-Day Events48
Sentiment45%38%
Momentum
7d vs 30d velocity
0%0%
Hype Score6.911.4
Reality Score7.83.5
Hype Gap-0.9+7.9

📊 Visual Comparison

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

Scale AI
Walmart
Activity
1vs2
Sentiment
45vs38
Score
13vs11
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 Scale AI from Walmart

Who Ships Faster: Walmart or Scale AI?

Walmart logged 3 events this week vs Scale AI's 2 — a 1.5x difference in product launches, research papers, and code commits. Over the past 30 days, the gap is 2.0x (8 vs 4), suggesting this pace is consistent.

What Users Think of Scale AI vs Walmart

Scale AI has 45% positive sentiment vs Walmart's 38%. The 7-point gap is modest, meaning both have comparable community trust.

Does Scale AI Deliver on Its Promises?

Scale AI's hype gap of -0.9 vs Walmart's 7.9 means Scale AI delivers on its promises — marketing claims closely match actual capabilities.

Where Scale AI and Walmart Rank

Scale AI at #85 outranks Walmart at #98 among 2,800+ AI companies. The 13-rank gap reflects different market tiers and adoption levels.

Scale AI vs Walmart: Momentum Trend

Both companies show stable or declining momentum, suggesting a period of consolidation rather than rapid expansion.

About Scale AI and Walmart

Scale AI

Headquarters
San Francisco, CA
Rank
#85
Score
12.7
Website
scale.com

Walmart

Rank
#98
Score
11.1
Website
zdnet.com

Latest Signals: Scale AI vs Walmart

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

Scale AI(2 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
  • Clarifying Scale AI's ML Research Engineer Coding Interview Structure for Effective Preparation

    Dev.to Machine Learning Tag
  • A benchmark of expert-level academic questions to assess AI capabilities - Nature

    Hacker News Newest
  • Scale AI logo

    Scale AI Blog
  • Scale AI alum raises $9M for AI serving critical industries in MENA

    TechCrunch AI
View all Scale AI signals →

Walmart(3 events this week)

  • Walmart Just Patented the Right to Change Your Price Before You Check Out

    Dev.to AI Tag
  • It took 64 years to build Walmart. It took 3 years to turn it into a $1 trillion tech company

    Fast Company Technology
  • Walmart flooded with RTX 40-series GPUs as 50-series remains out of reach for most gamers - retailer slashes up to $480 off last-gen GPUs to offer sensible prices

    Toms Hardware
  • How Walmart Marketplace Sellers Are Using AI to Meet Strict Image Requirements

    Dev.to AI Tag
  • Walmart will continue selling Macs after proving market for MacBook Neo - 9to5Mac

    9to5Mac
View all Walmart signals →

Analysis: Scale AI vs Walmart

Scale AI currently holds the edge at #85, 13 positions ahead of Walmart (#98), though the gap remains contestable.

Walmart is shipping faster with 3 events this week, compared to Scale AI's 2.

Sentiment is closely matched — Scale AI edges out at 45% vs 38%, suggesting comparable community trust. Scale AI maintains more authentic positioning with a hype gap of -0.9, compared to Walmart's 7.9 — a key signal for evaluating long-term reliability.

Watch for: Scale AI's latest signal ("Scale AI launches Voice Showdown, the first real-world bench...") and Walmart's ("Walmart Just Patented the Right to Change Your Price Before ...") could shift this matchup.

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Why Compare Scale AI vs Walmart?

Leader vs Challenger

Scale AI (#85) has established market position, while Walmart (#98) is 13 ranks behind. This comparison shows the gap between market leaders and aspiring competitors.

Who Compares Scale AI and Walmart

Enterprise Buyers

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

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

Developers & Builders

Choosing AI tools and platforms based on community sentiment, documentation quality, and ecosystem.

"Consider community feedback and integration ecosystem when making your choice."

Choosing Between Scale AI and Walmart

Consider Scale AI if you value:

  • • Proven market leadership (#85)
  • • Stronger community sentiment
  • • Higher substance-to-hype ratio

Consider Walmart if you value:

  • • Higher development activity

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