Goodfire vs Scaleway

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

Scaleway leads in AI visibility (88 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
Scaleway logo

Scaleway

LeaderAI Infrastructure

Cloud Provider

Scaleway is a French cloud provider under Iliad Group with ~€150M estimated revenue. Focused on European data sovereignty and GPU cloud for AI. HQ: Paris. Founded 1999.

AI VisibilityBeta
Overall Score
A88
Category Rank
#1 of 2
AI Consensus
70%
Trend
stable
Per Platform
ChatGPT
86
Perplexity
95
Gemini
93

About

Scaleway is a French cloud computing provider and subsidiary of Iliad Group, the telecommunications and technology conglomerate founded by billionaire Xavier Niel. Originally launched as Online.net in 1999 and rebranded as Scaleway in 2015, the company has grown into one of Europe's leading independent cloud providers, positioning itself as the European alternative to US hyperscalers for GDPR-sensitive workloads.

Full profile

AI Visibility Head-to-Head

40
Overall Score
88
#1
Category Rank
#1
67
AI Consensus
70
up
Trend
stable
40
ChatGPT
86
31
Perplexity
95
43
Gemini
93
39
Claude
98
31
Grok
88

Key Details

Category
AI Interpretability & Model Design
Cloud Provider
Tier
Emerging
Leader
Entity Type
brand
company

Capabilities & Ecosystem

Capabilities

Only Goodfire
AI Interpretability & Model Design
Only Scaleway
Cloud Provider
Scaleway is classified as company.

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