Nod Labs
Nod Labs is a private Mountain View-based company (founded 2013, 11-50 employees) that builds machine learning systems using an MLIR-based compiler, advanced GPUs, and kernels for ML model deployment.
- Company typePublic
- Founded1969
- HeadquartersMountain View, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Nod Labs does
Nod Labs is a private for-profit company founded in 2013 and headquartered in Mountain View, California. According to the available firmographic record, Nod Labs develops machine learning systems using an MLIR-based compiler, advanced GPUs, and kernels to enable seamless ML model deployment. The company operates within a headcount band of 11-50 employees, and its website is listed at nod.ai. The product focus — compiler infrastructure and low-level GPU kernel work for ML deployment — implies a developer-tools / infrastructure go-to-market rather than a consumer or end-user application layer, though no pricing model, customer segments, distribution channels, or named customers are documented in the input data.
Important data-quality note: the aggregated record returned for this analysis contains an extensive block of material on Advanced Micro Devices, Inc. (AMD) — a public semiconductor company founded in 1969 and listed on NASDAQ — including AMD's product portfolio (EPYC, Ryzen, Radeon, Instinct, Versal, ROCm), sub-brands, geographies, and corporate history. None of that material is explicitly attributed to or about Nod Labs in the input; it appears to be co-mingled data rather than evidence of an acquirer relationship. As a result, this description is constrained to what the firmographic block directly states about Nod Labs, and any expansion to AMD-derived claims would be unsupported.
Nod Labs firmographics
Firmographics- Name
- Nod Labs
- Legal name
- Advanced Micro Devices, Inc.
- Website
- https://nod.ai
- Company type
- Public
- Founded year
- 1969
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Nod Labs is a private Mountain View-based company (founded 2013, 11-50 employees) that builds machine learning systems using an MLIR-based compiler, advanced GPUs, and kernels for ML model deployment.
- Ownership category
- akta.pro rank
Nod Labs industry classification
Industry- Product category
- Machine Learning Infrastructure
- NAICS
- Computer Systems Design and Related Services (54151)
- SIC
- Services-Prepackaged Software (7372)
- akta.pro primary industry
- AI Compiler, Runtime & Kernel Optimization Software (CUDA/ROCm/XLA, graph compilers) (HDAAAAAI)
- akta.pro secondary industries
- End-to-End MLOps & ML Platform Suites (HDAAABAA), Model Development & Training Platforms (AutoML, Notebooks, Feature Stores) (HDAEANAB)
Keywords
Where Nod Labs is headquartered
LocationHeadquarters
- HQ city
- Mountain View
- HQ country
- United States
- HQ region
- North America
Markets served
Nod Labs business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D
Nod Labs product offering
Product offeringCore offering
Nod Labs develops machine learning systems using an MLIR-based compiler, advanced GPUs, and kernels to enable seamless ML model deployment across hardware targets. Its work centers on compiler-driven optimization and hardware-specific kernel tuning for ML workloads.
Differentiator
Problem solved
Functional benefit
Brands
- EPYC: Server processor brand offering data center, cloud, AI, network, and edge computing solutions.
- Ryzen
- Radeon
- Instinct
- Versal
- ROCm
- Vitis
- Vivado
- Pensando
- Kria
- Alveo
- Silo AI
Products and services
- MLIR-based ML Deployment System Machine learning systems that use an MLIR-based compiler together with advanced GPUs and hardware-tuned kernels to enable seamless deployment of ML models across accelerator targets.
Companies that use Nod Labs
Customer profileIdeal customer profiles1 record
Nod Labs technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Nod Labs partnerships and signals
Strategic signalRecent moves1 record
Expansion highlights1 record
Nod Labs competitors and assessment
Company assessmentBroad incumbents
- Hugging Face: Hugging Face operates the leading model hub plus inference API and optimized runtimes (e.g., Text Generation Inference), making it a broad incumbent in the same ML deployment layer.
- SambaNova Systems: SambaNova delivers full-stack AI hardware/software with its own compiler and runtime — a comparable end-to-end AI deployment stack operating in the same broader category.
- Databricks (MosaicML): Databricks owns MosaicML and offers a full-stack data + AI platform with model serving and optimization — a broad incumbent overlapping Nod Labs in the ML deployment space.
Direct peers
- Together AI: Together AI operates an AI cloud with custom inference optimizations across GPUs, sharing Nod Labs' focus on compiler/runtime-driven deployment efficiency.
- Fireworks AI: Fireworks AI runs an optimized model inference platform using custom kernels and compiler techniques, directly comparable to Nod Labs' GPU kernel optimization and seamless ML model deployment value proposition.
- OctoML: OctoML applies MLIR-based compiler technology (Apache TVM) to optimize and deploy ML models across hardware targets — directly comparable to Nod Labs' MLIR compiler and kernel deployment focus.
- Replicate: Replicate runs a cloud for deploying ML models using open-source inference stacks (Cog) — adjacent peer in compiler/runtime-driven ML model deployment.
- Anyscale: Anyscale provides a Ray-based platform for distributed AI training and serving, with significant compiler/runtime and GPU optimization work — a direct adjacent peer in ML deployment infrastructure.
- Modular: Modular builds a unified AI inference platform with its own compiler/runtime stack (Mojo/MAX), competing in the same ML compiler and deployment optimization layer as Nod Labs.
Emerging players
- Lightning AI: Lightning AI builds PyTorch-based training and deployment tooling (Lightning, LitServe) with runtime optimization — partial overlap with Nod Labs' deployment compiler focus.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat2 records
Key risks5 records
Key highlights5 records
Customer concentration
Nod Labs social profiles
Digital presenceNod Labs financial estimates
Financial estimateRevenue estimate
Valuation estimate
Nod Labs leadership team
Management profileNumber of profiles
Profiles1 record
Nod Labs funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Nod Labs M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Nod Labs
What does Nod Labs do?
Nod Labs develops machine learning systems using an MLIR-based compiler, advanced GPUs, and kernels to enable seamless ML model deployment across hardware targets. Its work centers on compiler-driven optimization and hardware-specific kernel tuning for ML workloads.
Is Nod Labs a public or private company?
Nod Labs is a public company. It is classified as unknown and is currently operating.
When was Nod Labs founded?
Nod Labs was founded in 1969. It employs 11 to 50 people.
Where is Nod Labs based?
Nod Labs is headquartered in Mountain View, United States, in the North America region.
Who are Nod Labs's main competitors?
Broad incumbents on record are Hugging Face, SambaNova Systems and Databricks (MosaicML). Direct peers are Together AI, Fireworks AI, OctoML, Replicate, Anyscale and Modular. Lightning AI is listed as an emerging player.
Does Nod Labs have an API?
No public API is recorded for Nod Labs.
What industry is Nod Labs in?
Nod Labs's product category is Machine Learning Infrastructure. Its primary akta.pro industry code is HDAAAAAI, AI Compiler, Runtime & Kernel Optimization Software (CUDA/ROCm/XLA, graph compilers), with a secondary code of HDAAABAA, End-to-End MLOps & ML Platform Suites. Its NAICS code is 54151 and its SIC code is 7372.