Goodfire vs OpenAI

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

OpenAI leads in AI visibility (96 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
OpenAI logo

OpenAI

LeaderAI & Machine Learning

LLM Platform

GPT-5 and o3 model family at $25B+ ARR; $840B post-money valuation (Feb 2026 round); ChatGPT 1B+ users; largest private fundraise in history ($110B). Competing with Anthropic Claude 4, Google Gemini 3, Meta Llama 4.

AI VisibilityBeta
Overall Score
A96
Category Rank
#2 of 8
AI Consensus
72%
Trend
up
Per Platform
ChatGPT
99
Perplexity
99
Gemini
96

About

OpenAI is a San Francisco-based artificial intelligence company developing and deploying large-scale AI systems — including GPT-4o, o1 reasoning models, DALL-E 3 image generation, Sora video generation, and the Whisper speech recognition model — through the ChatGPT consumer product and OpenAI API for developers and enterprise customers. Founded in 2015 as a nonprofit by Sam Altman, Elon Musk, Greg Brockman, and others and restructured into a capped-profit company, OpenAI raised $157 billion in total funding including a $6.6 billion round in October 2024 at a $157 billion valuation and a $40 billion round from SoftBank in 2025, generating $3.7 billion in annualized revenue in 2024 with 400 million weekly ChatGPT users.

Full profile

AI Visibility Head-to-Head

40
Overall Score
96
#1
Category Rank
#2
67
AI Consensus
72
up
Trend
up
40
ChatGPT
99
31
Perplexity
99
43
Gemini
96
39
Claude
88
31
Grok
94

Key Details

Category
AI Interpretability & Model Design
LLM Platform
Tier
Emerging
Leader
Entity Type
brand
company

Capabilities & Ecosystem

Capabilities

Only Goodfire
AI Interpretability & Model Design
Only OpenAI
LLM Platform
OpenAI is classified as company.

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