Goodfire vs Claude

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

Claude leads in AI visibility (90 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.

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Claude logo

Claude

LeaderAI & Machine Learning

AI Assistant

Claude 3.5 Sonnet topped coding and reasoning benchmarks in 2024; Claude 3.7 Sonnet with extended thinking launched in February 2025 as the leading model for complex professional tasks.

AI VisibilityBeta
Overall Score
A90
Category Rank
#3 of 4
AI Consensus
62%
Trend
up
Per Platform
ChatGPT
99
Perplexity
91
Gemini
94

About

Claude is Anthropic's AI assistant, first released publicly in March 2023 and now one of the top three most-used AI assistants globally. Claude 3.5 Sonnet (June 2024) set benchmarks for coding, analysis, and instruction-following that led many developers and enterprises to migrate from GPT-4. Claude is available via claude.ai (free and Pro tiers at $20/month) and through the Anthropic API powering thousands of enterprise applications.

Full profile

AI Visibility Head-to-Head

40
Overall Score
90
#1
Category Rank
#3
67
AI Consensus
62
up
Trend
up
40
ChatGPT
99
31
Perplexity
91
43
Gemini
94
39
Claude
84
31
Grok
85

Key Details

Category
AI Interpretability & Model Design
AI Assistant
Tier
Emerging
Leader
Entity Type
brand
product

Capabilities & Ecosystem

Capabilities

Only Goodfire
AI Interpretability & Model Design
Only Claude
AI Assistant
Claude is classified as product (part of Anthropic).

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