The 12 closest competitors and alternatives to Normal Computing among ai/ml companies — ranked by similarity to what Normal Computing actually does, not by market-cap band.
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Normal Computing Corp. is an applied artificial intelligence company focused on solving complex problems in AI and silicon. Headquartered in New York, NY, the company offers insights, news, and data protection services for its technological products.
Normal Computing is an ai/ml company. It has raised at least $58.5M across the 2 funding rounds on record. Its most recent funding round, Series B, raised $50M in March 2026. Xcout tracks 8 named people at Normal Computing, including Craig Churchill (Chief Business Officer). Xcout recorded 50 job postings from Normal Computing in the last 90 days, naming tools such as PyTorch, LangGraph, GitLab.
2 more named people on record for Normal Computing, with roles, board committees and tenure — see the full roster →
At least $58.5M raised across the 2 rounds on record. Every round on record:
| Date | Round | Amount | Investors |
|---|---|---|---|
| Series B | $50M | 8 named | |
| SEC Form D filing | $8.5M | — |
Who invested in each round, lead investors, valuations and the co-investor graph — open the full funding history →
Xcout recorded 50 job postings from Normal Computing in the last 90 days, from a hiring record Xcout has kept since July 2026.
The weekly hiring trend, the roles and locations behind it — see Normal Computing's hiring signals →
Ranked by semantic similarity — how close each company is to Normal Computing by what it does, using Xcout's live company graph. Click any company for its full profile, or its competitor set.
Artificial Intelligence
AHvos Corp provides private artificial intelligence technology and engines powered by proprietary data and Atomic Networks-based mathematics. The company serves industries such as semiconductor design, medical research, and defense by offering energy-efficient, explainable AI solutions that eliminate hallucinations and support real-time machine education.
Enterprise AI
Applied Compute is a company headquartered in San Francisco, California, United States. It provides a cloud platform for model training, inference, and continuous improvement, with researchers who collaborate with clients to transform their data.
Artificial Intelligence
NaasAI, Inc. is a technology company maintaining its global headquarters in New York City, focusing on ontology and artificial intelligence software analytics.
Artificial Intelligence & Technology
Decentral Holding Corp focuses on artificial intelligence, asset tokenization, and energy solutions. The company engages in strategic asset accumulation, business incubation, and AI infrastructure development aimed at supporting national security in the United States.
Artificial Intelligence
NovaMind Inc. provides an integrated artificial intelligence stack and infrastructure solutions, including data centers, cloud platforms, pre-trained AI models, and scalable software applications. The company serves enterprise clients in sectors such as healthcare, finance, retail, and supply chain management by delivering unified AI foundations and deployment tools.
Artificial Intelligence
Lepton AI is a technology company headquartered in Cupertino, California, offering cloud and AI infrastructure solutions.
Similar ai/ml company
Adaptive ML builds key GenAI infrastructure to enable companies to perpetually improve their models. Based in New York City, it develops an enterprise software platform that fine-tunes GenAI alignment for the enterprise.
Similar ai/ml company
NovuMind Inc. is an artificial intelligence company based in Silicon Valley, Santa Clara, California. The company operates in the software development industry.
Similar ai/ml company
Clarifai, Inc. is an artificial intelligence company specializing in computer vision, natural language processing, and compute orchestration on GPUs.
Artificial Intelligence
Empire AI provides high-performance computing power and AI research resources to academic and institutional researchers in New York. The platform enables scientists and universities to accelerate discoveries, simulate complex chemical reactions, predict hyperlocal flooding, and advance studies in genetics and materials science.
Similar ai/ml company
Valkyrie Andromeda Corporation, Inc. provides context graph infrastructure and applied AI services that sit between an organization's knowledge base and artificial intelligence models. The company's platform makes AI outputs traceable, defensible, and auditable for high-stakes environments such as manufacturing, defense, and compliance.
Similar ai/ml company
Thinking Machines Lab is an artificial intelligence research and product company that develops customizable open-weights AI models and multimodal systems. The company serves researchers, developers, and users by creating accessible AI tools designed for human-AI collaboration and practical applications.
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