Goodfire vs Palo Alto Networks

Side-by-side comparison of AI visibility scores, market position, and capabilities

Palo Alto Networks leads in AI visibility (84 vs 40)
Goodfire logo

Goodfire

EmergingArtificial Intelligence

AI Interpretability & Model Design

Raised $150M Series B at $1.25B valuation (Feb 2026) led by B Capital with Salesforce Ventures, Lightspeed, Eric Schmidt. First interpretability company to reach unicorn status.

AI VisibilityBeta
Overall Score
C40
Category Rank
#1 of 1
AI Consensus
67%
Trend
up
Per Platform
ChatGPT
40
Perplexity
31
Gemini
43

About

Goodfire is building a model design environment — tools that allow AI developers to reach inside neural networks, identify the circuits that cause specific behaviors, and surgically retrain them to change model outputs. The company raised $150 million in Series B financing at a $1.25 billion valuation in February 2026, led by B Capital with Salesforce Ventures, Lightspeed Venture Partners, and Eric Schmidt as co-investors. Goodfire became the first AI interpretability company to achieve unicorn status — a milestone that validates the category's commercial potential.

Full profile
Palo Alto Networks logo

Palo Alto Networks

LeaderSecurity

Network Security

Santa Clara cybersecurity platform (NASDAQ: PANW) $8.0B FY2024 revenue (+16%); platformization 3,600+ customers, Cortex XSIAM AI SOC, $4.2B NGSSAR +42%, competing with CrowdStrike and Microsoft Defender.

AI VisibilityBeta
Overall Score
A84
Category Rank
#1 of 1
AI Consensus
66%
Trend
down
Per Platform
ChatGPT
88
Perplexity
77
Gemini
92

About

Palo Alto Networks, Inc. is a Santa Clara, California-based cybersecurity platform company — publicly traded on the NASDAQ (NASDAQ: PANW) as an S&P 500 Information Technology component — providing network security, cloud security, and AI-driven security operations through three integrated security platforms: Strata (network security — next-generation firewalls, SD-WAN, Zero Trust Network Access), Prisma Cloud (cloud security posture management, cloud workload protection, CSPM/CWPP), and Cortex (AI-driven security operations — XSIAM extended security intelligence and automation management, XDR endpoint detection and response, XSOAR security orchestration) through approximately 15,000 employees worldwide. In fiscal year 2024 (ending July 2024), Palo Alto Networks reported revenues of $8.0 billion (+16% year-over-year), with next-generation security Annual Recurring Revenue (ARR — Prisma Cloud and Cortex subscriptions) growing 42% to $4.2 billion as large enterprise and government customers consolidated security toolsets onto Palo Alto Networks' platform versus maintaining dozens of point solution security vendors. CEO Nikesh Arora (joined 2018 from SoftBank as Chairman and CEO) has executed the "platformization" strategy — convincing large enterprise security buyers to replace 10-15 individual security vendors (email security, endpoint protection, cloud workload protection, network detection) with a consolidated Palo Alto Networks platform contract that provides 80% of point-solution capabilities at 50% of the total cost — using the first-year transition economics to accelerate platform adoption through deferred commitment offers (paying a lower platform price in year 1 in exchange for multi-year platform commitment in years 2-4).

Full profile

AI Visibility Head-to-Head

40
Overall Score
84
#1
Category Rank
#1
67
AI Consensus
66
up
Trend
down
40
ChatGPT
88
31
Perplexity
77
43
Gemini
92
39
Claude
87
31
Grok
89

Key Details

Category
AI Interpretability & Model Design
Network Security
Tier
Emerging
Leader
Entity Type
brand
company

Capabilities & Ecosystem

Capabilities

Only Goodfire
AI Interpretability & Model Design
Only Palo Alto Networks
Network Security

Integrations

Only Palo Alto Networks
Palo Alto Networks is classified as company.

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