Aleph Alpha
AI/LLM · On-Prem · Native (own / self-hosted weights)
German sovereign-AI lab training its own Pharia/Luminous models with explainability for gov/regulated EU.
Cloud · On-Prem
17 companies in the Modeling Warehouse run on On-Prem, and how directly they consume their foundational models. Avg Foundation Proximity Score 79/100.
AI/LLM · On-Prem · Native (own / self-hosted weights)
German sovereign-AI lab training its own Pharia/Luminous models with explainability for gov/regulated EU.
AI-hardware · On-Prem · Native (own / self-hosted weights)
Designs wafer-scale AI chips and serves open models (Llama) at record speed on its own systems.
Infrastructure · On-Prem · Native (own / self-hosted weights)
Operates its own global edge network of data centers (not a hyperscaler tenant). Developer platform: Workers (V8 isolates), D1/KV/R2 storage, and Workers AI serving open models at the edge.
AI Hardware · On-Prem · Native (own / self-hosted weights)
Designs its own LPU inference chips; serves Llama + open models at extreme speed.
Defense · On-Prem · Native (own / self-hosted weights)
European defense-AI training its own perception/decision models on sovereign infrastructure.
Electronics (Korea) · On-Prem · Native (own / self-hosted weights)
Trains EXAONE, its own foundation models, for products/enterprise on its own infrastructure.
Internet · On-Prem · Native (own / self-hosted weights)
Korean platform training HyperCLOVA X, its own sovereign Korean-first foundation models.
Banking · On-Prem · Native (own / self-hosted weights)
Canadian bank running large in-house risk ML; Cohere models deployed in-VPC for sovereign generative AI (Borealis AI).
Telecom (India) · On-Prem · Native (own / self-hosted weights)
Telecom/digital giant building sovereign Indian-language models (Jio Brain / BharatGPT) on its own infrastructure.
AI-hardware · On-Prem · Native (own / self-hosted weights)
Own RDU AI chips plus its Samba-1 model and hosted open models for enterprise/government.
Internet · On-Prem · Native (own / self-hosted weights)
Chinese internet giant training its own Hunyuan foundation models on its own data centers.
AI/LLM · On-Prem · Native (own / self-hosted weights)
Trains the Grok frontier family on its own Colossus supercluster; real-time data via X.
SaaS (India) · On-Prem · Native (own / self-hosted weights)
Bootstrapped SaaS suite on its own Indian data centers; builds its own Zia AI models for privacy + cost control.
Enterprise · On-Prem · Cloud-hosted (Bedrock/Vertex/Azure)
Runs its own OCI; OCI Generative AI hosts Cohere + Llama for enterprise.
FinTech · On-Prem · Off the LLM map (in-house non-LLM ML)
Unusually for its scale, runs its own data centers (not a hyperscaler) on a single Java platform over PostgreSQL for full control of the payment path. RevenueProtect fraud scoring is in-house ML.
AI-infra · On-Prem · Off the LLM map (in-house non-LLM ML)
GPU hyperscaler renting NVIDIA capacity to AI labs; infrastructure layer, runs customers models not its own.
Cybersecurity · On-Prem · Off the LLM map (in-house non-LLM ML)
Own global proxy cloud + in-house ML; off the LLM map at the core.
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