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Goodfire vs Titan ML

Goodfire logo
GoodfireAI Safety & Research
CustomPublished price
Titan ML logo
Titan MLAI Infrastructure
Usage-basedPublished price
Goodfire logo
Goodfire
AI Safety & Research

Infrastructure for understanding and controlling model behavior.

Titan ML logo
Titan ML
AI Infrastructure

AI Inference, Built for Scale

Overview
CategoryAI Safety & ResearchAI Infrastructure
What it isGoodfire builds infrastructure for model inspection, behavior analysis, and safer control over how AI systems reason and respond.Enterprise-grade inference stack letting ML teams deploy, serve, and scale open-source LLMs in production.
Pricing
Published priceCustom
No public pricing. Goodfire's platform (Silico, built on its Ember interpretability API) is access-gated with a 'Request access' / contact-sales model. Pricing is quoted per engag…
Usage-based
Rebranded from Titan ML (titanml.co redirects to doubleword.ai). Now priced per-token by service tier: Realtime (latency-optimized), Async (25-50% discount) and Batch (50-80% disc…
Pricing modelCustom quoteUsage-based
Free optionsNo free plan · No free trialFree plan · Free trial
Deal on CubbieNone right nowNone right now
Company
FoundedNot available2021
Team sizeNot available11-50 employees
HeadquartersNot availableLondon, UK

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