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>Cisco vs Scale AI

Cisco AI Company Profile & RankingsScale AI AI Company Profile & Rankings

AI Activity Comparison

Cisco

Cisco Systems, Inc. is an American multinational digital communications technology conglomerate headquartered in San Jose, California. The company develops, manufactures, and sells networking hardware, software, telecommunications equipment, and other high-technology services and products. Cisco specializes in specific tech markets, including the Internet of Things (IoT), domain security, and videoconferencing, with products such as Webex, OpenDNS, and Duo Security. Founded in 1984 by Stanford computer scientists Leonard Bosack and Sandy Lerner, the company pioneered the use of multiprotocol router systems for local area networks. Cisco went public in 1990 and its stock is a component of the Dow Jones Industrial Average, S&P 500, and Nasdaq-100. Its current focus includes the development of enterprise AI systems and related technologies.

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 12 events tracked for Cisco over the past 30 days (4 in the past 7 days), updated in near real-time.

Cisco versus Scale AI: Live 2026 Comparison

Cisco leads in development velocity with 4 events this week (2.0x more than Scale AI), while Scale AI holds the edge in community sentiment at 45% 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 Cisco has more authentic positioning (gap: -2.0) compared to Scale AI (-1.0). Data refreshes every 5 minutes. Compare other AI companies →

Cisco vs Scale AI: Key Signals

Activity:Cisco 4 events/wk vs Scale AI 2
Sentiment:Scale AI 45% vs Cisco 22%
Rank gap:#91 vs #85 (6 positions apart)
Hype gap:Cisco -2.0 vs Scale AI -1.0
Score:Cisco 12 vs Scale AI 13

Data refreshes every 5 minutes. Compare other companies →

Cisco vs Scale AI: Head-to-Head

Comparison of key metrics between Cisco and Scale AI
MetricCiscoScale AI
Rank#91#85
Overall Score11.812.7
7-Day Events42
30-Day Events124
Sentiment22%45%
Momentum
7d vs 30d velocity
0%0%
Hype Score6.06.8
Reality Score8.07.8
Hype Gap-2.0-1.0

📊 Visual Comparison

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

Cisco
Scale AI
Activity
2vs1
Sentiment
22vs45
Score
12vs13
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 Cisco from Scale AI

Who Ships Faster: Cisco or Scale AI?

Cisco logged 4 events this week vs Scale AI's 2 — a 2.0x difference in product launches, research papers, and code commits. Over the past 30 days, the gap is 3.0x (12 vs 4), suggesting this pace is consistent.

What Users Think of Scale AI vs Cisco

Scale AI has 45% positive sentiment vs Cisco's 22%. That 23-point gap is significant — it signals stronger user satisfaction and fewer community complaints about Scale AI.

Does Cisco Deliver on Its Promises?

Cisco's hype gap of -2.0 vs Scale AI's -1.0 means Cisco delivers on its promises — marketing claims closely match actual capabilities.

Where Scale AI and Cisco Rank

Scale AI at #85 outranks Cisco at #91 among 2,800+ AI companies. With 6 ranks between them, they compete for similar market segments.

Cisco vs Scale AI: Momentum Trend

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

About Cisco and Scale AI

Cisco

Rank
#91
Score
11.8
Website
cisco.com

Scale AI

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

Latest Signals: Cisco vs Scale AI

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

Cisco(4 events this week)

  • Cisco Just Invested in Agent Identity Monitoring. Security Boulevard Says Your IAM Was Not Built for This.

    Dev.to AI Tag
  • Cisco Secure AI Factory with NVIDIA Makes AI Easier to Deploy and Secure, Anywhere Organizations Need It - PR Newswire

    Google News - AI General
  • Cisco warns of two more SD-WAN bugs under active attack

    The Register
  • Your Model’s Memory Has Been Compromised: Adversarial Hubness in RAG Systems - Cisco Blogs

    Google News - AI General
  • Cisco Donates Project CodeGuard to Coalition for Secure AI

    Hacker News Newest
View all Cisco signals →

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 →

Analysis: Cisco vs Scale AI

Scale AI currently holds the edge at #85, 6 positions ahead of Cisco (#91), though the gap remains contestable.

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

Community sentiment diverges sharply: Scale AI at 45% positive vs Cisco's 22%. Cisco maintains more authentic positioning with a hype gap of -2.0, compared to Scale AI's -1.0 — a key signal for evaluating long-term reliability.

Watch for: Cisco's latest signal ("Cisco Just Invested in Agent Identity Monitoring. Security B...") and Scale AI's ("Scale AI launches Voice Showdown, the first real-world bench...") could shift this matchup.

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Why Compare Cisco vs Scale AI?

Direct Competitors

Scale AI leads at #85 while Cisco is closing in at #91. With 6 ranks separating them, they're competing for similar market segments and developer mindshare.

Who Compares Cisco and Scale AI

Tech Decision Makers

Evaluating which platform offers better ROI and developer experience for enterprise adoption.

"Choose Scale AI for proven scale, or Cisco for potential agility advantage."

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."

Key Differences Between Cisco and Scale AI

  • **Community Perception**: Scale AI has notably stronger positive sentiment (23% higher).

Choosing Between Cisco and Scale AI

Consider Cisco if you value:

  • • Higher development activity
  • • Higher substance-to-hype ratio

Consider Scale AI if you value:

  • • Proven market leadership (#85)
  • • Stronger community sentiment

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