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>HPE vs Scale AI

HPE AI Company Profile & RankingsScale AI AI Company Profile & Rankings

AI Activity Comparison

HPE

HPE) is an American multinational information technology company based in Spring, Texas. The company's core business focuses on enterprise technology products and services, including servers, storage solutions, networking hardware, containerization software, and consulting and support. HPE was established on November 1, 2015, following the split of the Hewlett-Packard company, with HPE taking the enterprise infrastructure, software, and services businesses. The company relocated its headquarters from Palo Alto, California, to Spring, Texas, in 2020. HPE is publicly traded on the New York Stock Exchange under the ticker symbol HPE. The company was ranked No. 107 on the 2018 Fortune 500 list of the largest United States corporations by total revenue.

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 3 events tracked for HPE over the past 30 days (2 in the past 7 days), updated in near real-time.

HPE versus Scale AI: Live 2026 Comparison

Scale AI leads in development velocity with 4 events this week (2.0x more than HPE), while HPE holds the edge in community sentiment at 47% positive. This comparison draws on 6 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 HPE (1.5). Data refreshes every 5 minutes. Compare other AI companies →

HPE vs Scale AI: Key Signals

Activity:Scale AI 4 events/wk vs HPE 2
Sentiment:HPE 47% vs Scale AI 22%
Rank gap:#161 vs #95 (66 positions apart)
Hype gap:HPE +1.5 vs Scale AI -0.9
Score:HPE 6 vs Scale AI 11

Data refreshes every 5 minutes. Compare other companies →

HPE vs Scale AI: Head-to-Head

Comparison of key metrics between HPE and Scale AI
MetricHPEScale AI
Rank#161#95
Overall Score6.011.4
7-Day Events24
30-Day Events36
Sentiment47%22%
Momentum
7d vs 30d velocity
0%0%
Hype Score4.96.9
Reality Score3.47.8
Hype Gap+1.5-0.9

📊 Visual Comparison

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

HPE
Scale AI
Activity
1vs2
Sentiment
47vs22
Score
6vs11
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 HPE from Scale AI

Who Ships Faster: Scale AI or HPE?

Scale AI logged 4 events this week vs HPE's 2 — a 2.0x difference in product launches, research papers, and code commits. Over the past 30 days, the gap is 2.0x (6 vs 3), suggesting this pace is consistent.

What Users Think of HPE vs Scale AI

HPE has 47% positive sentiment vs Scale AI's 22%. That 25-point gap is significant — it signals stronger user satisfaction and fewer community complaints about HPE.

Does Scale AI Deliver on Its Promises?

Scale AI's hype gap of -0.9 vs HPE's 1.5 means Scale AI delivers on its promises — marketing claims closely match actual capabilities.

Where Scale AI and HPE Rank

Scale AI at #95 outranks HPE at #161 among 2,800+ AI companies. The 66-rank gap reflects different market tiers and adoption levels.

HPE vs Scale AI: Momentum Trend

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

About HPE and Scale AI

HPE

Rank
#161
Score
6.0
Website
hpe.io

Scale AI

Headquarters
San Francisco, CA
Rank
#95
Score
11.4
Website
scale.com

Latest Signals: HPE vs Scale AI

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

HPE(2 events this week)

  • HPE adds Blackwell, Rubin systems to Nvidia-backed AI push

    The Register
  • HPE taps Nvidia to transform distributed AI factories into intelligent AI grid - Computer Weekly

    Google News - AI General
  • HPE tweaks T&Cs so it can change quotes as RAM prices rise

    The Register
  • HPE Launches New AMD EPYC Venice Instinct MI400 and NVIDIA Vera Rubin Compute Blades

    Hacker News Newest
  • HPE Launches New AMD EPYC Venice Instinct MI400 and NVIDIA Vera Rubin Compute Blades

    Hacker News Newest
View all HPE signals →

Scale AI(4 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
  • 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
View all Scale AI signals →

Analysis: HPE vs Scale AI

Scale AI (#95) leads HPE (#161) by 66 ranks, reflecting a meaningful difference in overall market position and activity.

Scale AI is shipping faster with 4 events this week, compared to HPE's 2.

Community sentiment diverges sharply: HPE at 47% positive vs Scale AI's 22%. Scale AI maintains more authentic positioning with a hype gap of -0.9, compared to HPE's 1.5 — a key signal for evaluating long-term reliability.

Watch for: HPE's latest signal ("HPE adds Blackwell, Rubin systems to Nvidia-backed AI push") and Scale AI's ("Scale AI launches Voice Showdown, the first real-world bench...") could shift this matchup.

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Why Compare HPE vs Scale AI?

Cross-Tier Comparison

Comparing Scale AI (#95) with HPE (#161) reveals the 66-rank gap between different market tiers. Useful for understanding what separates top-tier from emerging players.

Who Compares HPE and Scale AI

Enterprise Buyers

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

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

Key Differences Between HPE and Scale AI

  • **Community Perception**: HPE has notably stronger positive sentiment (25% higher).

Choosing Between HPE and Scale AI

Consider HPE if you value:

  • • Stronger community sentiment

Consider Scale AI if you value:

  • • Proven market leadership (#95)
  • • Higher development activity
  • • Higher substance-to-hype ratio

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