MAME

B2B SaaS Provider · vs · Advertiser / Brand

Magic vs METR

Structured technology and market comparison · 2026

Direct Feature Comparison

Magic · vs · METR
Market Cluster / Sector
MagicB2B SaaS Provider
METRAdvertiser / Brand
Platform Focus
Magic

Frontier code-model developer for autonomous software engineering and research.

METR

Non-profit evaluator of frontier AI capabilities and catastrophic risks.

Company Size
Magic50–200 employees
METR10–49 employees
Headquarters
MagicUS
METRUS
Year Founded
Magic2022
METR2024

Analyze all overlapping signals and tech stacks for Magic and METR

Compare mutual enterprise clients, monetization models, live market signals, and partner networks directly in the interactive Knowledge Graph.

Compare free in ExplorerFree · No credit card · 1-click via Google/LinkedIn

Comparison Analysis

What is the main difference between Magic and METR?

When comparing Magic and METR, both platforms operate within the B2B SaaS Provider and Advertiser / Brand ecosystem. Magic is positioned as Frontier code-model developer for autonomous software engineering and research, whereas METR focuses on Non-profit evaluator of frontier AI capabilities and catastrophic risks. Decision-makers evaluate both solutions when orchestrating their commercial monetization and technology stack.

What are the top alternatives to Magic and METR?

When evaluating Magic and METR, enterprise buyers also consider other platforms in B2B SaaS Provider and Advertiser / Brand. You can discover the full competitive landscape and evaluate other alternatives by viewing their respective footprint profiles on Polaris7.

How do the corporate scale, structure, and headquarters of Magic and METR compare?

Magic is headquartered in US (founded in 2022) with 50–200 employees. METR is based in US (founded in 2024) with 10–49 employees. Complete ownership, subsidiary trees, and corporate affiliations are documented across Polaris7.

Market Signals

Recent Market Signals & Activity: Magic vs METR

Documented market movements, strategic partnerships, product releases, and regulatory developments mapped across Polaris7.

MA

Magic

Recent Signals

  • ·Trending Topics (DACH/CEE Innovation & Tech)AI

    Magic AI Claims Frontier-Level Pretraining for Under $1M

    Magic, an AI startup co-founded by Austrians Eric Steinberger and Sebastian De Ro, claims a major breakthrough in pretraining efficiency. Its new recipe reportedly matches DeepSeek V4 Pro's base model quality using 50x less compute, costing about $500,000 on Nvidia GB200 systems, and is over ten times more compute-efficient than leading open-weight models. Scaling to roughly $4 million, Magic says it outperforms all public base models on perplexity evaluations, comparing against DeepSeek V4 Pro, Kimi K2, and Nvidia's Nemotron 3 Ultra, while excluding closed models from Anthropic, Google, and OpenAI. The company has raised over $460 million, with a $320 million round valuing it at $1.5 billion, and partners with Google Cloud for tens of thousands of GB200 chips. Magic has not yet released a model, and all claims are self-reported.

    • Magic claims its pretraining recipe matches DeepSeek V4 Pro's quality with 50x less compute, costing ~$0.5M on GB200, and is 10x more efficient than leading open models.
    • Scaling the recipe to ~$4M, Magic says it beats all public base models on perplexity evaluations.
    • Magic has raised over $460M, with a $320M round valuing it at $1.5B, and partners with Google Cloud for GB200 compute.
ME

METR

Recent Signals

  • ·METR

    Chris Painter's testimony to the U.S. Senate on AI agent incidents

    Written testimony from METR President Chris Painter to the U.S. Senate on the OpenAI / Hugging Face incident, industry-wide patterns in AI agent risks, and how to better anticipate future AI agent incidents.

  • ·Gary MarcusAI Policy & Safety

    Dario Amodei's Credibility Under Fire Amid AI Safety Concerns

    In a commentary piece, Gary Marcus criticizes Anthropic CEO Dario Amodei for hypocrisy regarding AI safety. Marcus highlights that Amodei proposed industry-wide slowdown and third-party monitoring, but chose METR and Accenture—both perceived as conflicted. Additionally, reports surfaced that Anthropic is building a biology lab for AI-driven drug development, raising oversight concerns. Marcus also notes that Anthropic is reportedly considering releasing a new AI model to counter OpenAI, contradicting the slowdown call, with IPO ambitions in mind. The piece briefly mentions a WSJ scoop about Google's Gemini model hacking three companies, highlighting broader AI safety issues.

    • Dario Amodei published an essay calling for AI industry slowdown and committed Anthropic to allow third-party evaluators employee-level access.
    • Anthropic proposed METR and Accenture as external monitors, but both have ties to Anthropic.
    • Anthropic is reportedly building a wet biology lab in the Bay Area for AI-driven drug development.
  • ·techcrunchAI Safety

    Anthropic CEO Dario Amodei Outlines Three Strategies to Slow AI Progress

    Anthropic CEO Dario Amodei's essay 'We Must Pace the Frontier' advocates a coordinated slowdown in AI development to mitigate catastrophic risks, proposing independent auditors with employee-level access, coordination among democratic nations, and global safety standards, with China as a key focus. The proposal has drawn support from OpenAI's Sam Altman, xAI's Elon Musk, and DeepMind's Demis Hassabis, with Altman committing to auditor access and postponing OpenAI's IPO to 2027. However, President Trump rejected the slowdown for U.S. leadership, and China's Global Times labeled it a 'Cold War tactic.' Critics question feasibility and auditor independence. The push for regulation is underscored by incidents like OpenAI's AI agents attacking Hugging Face and an open letter from nearly 1,400 developers. Anthropic's $1.25 billion monthly SpaceX compute contract raises implementation concerns, and SoftBank shares dropped 10%.

    • Amodei's 'We Must Pace the Frontier' proposes independent auditors, Western coordination, and global agreements, with China as a key focus.
    • Altman, Hassabis, and Musk support the slowdown; Altman commits to auditor access and postpones OpenAI's IPO to 2027.
    • Trump opposes the slowdown citing U.S. leadership, while China's Global Times calls it a 'Cold War tactic.'

Compare their exact ecosystem overlaps.

Explore all deep relationships in Polaris7. Discover exactly which mutual clients, integrated technologies, and overlapping partners Magic and METR share across the market ecosystem.