DeGirum
DeGirum is a Santa Clara-based edge AI software and hardware company that provides a unified Python SDK, cloud-based model management platform, and proprietary Orca accelerators to help developers build, deploy, and scale AI inference across heterogeneous edge hardware.
- Company typePrivate
- Founded2026
- HeadquartersSanta Clara, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What DeGirum does
DeGirum is an edge AI software and hardware company headquartered in Santa Clara, California, founded in 2017 to simplify the development and deployment of AI applications on heterogeneous edge devices. The company's product stack centers on PySDK, a unified Python API that runs inference across a broad set of hardware accelerators (Hailo, DEEPX, Axelera AI, Intel, Renesas, Rockchip, MemryX, BrainChip, and DeGirum's own Orca), and AI Hub, a cloud-based model management and deployment platform that includes Model Zoos, a Cloud Compiler for model porting, and Workspaces for team project organization. Ready-to-run Application Packages such as Face Recognition and a forthcoming Speech Transcription package provide verticalized solutions on top of this infrastructure, while the Orca AI Hardware Accelerator family supplies proprietary edge silicon for customers seeking maximum performance.
DeGirum's go-to-market is product-led and developer-centric: developers can self-onboard through hub.degirum.com, GitHub, docs.degirum.com, community forums, and Google Colab notebooks, with freemium access to PySDK and AI Hub. The company monetizes through subscription and enterprise tiers for the AI Hub platform and through direct sales of Orca hardware, and it also offers a premium technical support tier that was recently extended to Axelera AI's customer base as part of a partnership. Customer segments are horizontal and persona-driven, with the primary audience being edge AI application developers and a secondary segment of organizations deploying AI on specific edge silicon.
The company is privately held, has raised approximately $38 million across disclosed funding events from 2017 through 2022, and operates with a small team (11-50 employees). Recent activity in 2026 has focused on platform maturation (Workspaces in AI Hub), product line expansion (Speech Transcription), and silicon ecosystem partnerships (Axelera AI), suggesting an effort to convert developer adoption into team- and enterprise-tier revenue.
DeGirum firmographics
Firmographics- Name
- DeGirum
- Legal name
- DeGirum Corp.
- Website
- https://degirum.ai
- Company type
- Private
- Founded year
- 2026
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- DeGirum is a Santa Clara-based edge AI software and hardware company that provides a unified Python SDK, cloud-based model management platform, and proprietary Orca accelerators to help developers build, deploy, and scale AI inference across heterogeneous edge hardware.
- Ownership category
- akta.pro rank
DeGirum industry classification
Industry- Product category
- Edge AI Software Platform
- NAICS
- Software Publishers (51321), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (5182)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC)
- akta.pro secondary industries
- Model Deployment, Serving & Inference Platforms (HDAAABAF), AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), AI Compiler, Runtime & Kernel Optimization Software (CUDA/ROCm/XLA, graph compilers) (HDAAAAAI), Edge AI Model Optimization & Compression (quantization, pruning, distillation) (HDAAAJAA)
Keywords
Where DeGirum is headquartered
LocationHeadquarters
- HQ city
- Santa Clara
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
DeGirum business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Marketing or Sales, Operations, Infrastructure
Revenue model
- PySDK and AI Hub Subscriptions: Software platform revenue likely driven by subscription-based access to AI Hub cloud services, premium technical support, and enterprise features. The company offers application packages including Face Recognition and Speech Transcription as part of its product suite.
- Hardware Sales (Orca AI Accelerators): Sale of proprietary Orca AI Hardware Accelerators optimized for edge AI performance.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Free tier likely available for basic PySDK access; premium tiers for enterprise features and support |
Go-to-market motion2 records
Distribution channels3 records
Marketing channels5 records
DeGirum product offering
Product offeringCore offering
DeGirum develops AI software and hardware infrastructure that accelerates the adoption and deployment of AI applications at the edge. The company's core offerings include the AI Hub cloud-based model management platform, PySDK (a unified Python API enabling hardware-agnostic AI inference), Orca AI Hardware Accelerators for edge inference, and a Cloud Compiler for model porting and optimization.
Product overview
DeGirum is an edge AI software company offering a unified platform for building, deploying, and scaling AI applications across diverse hardware. The core products are AI Hub (cloud-based model management and deployment platform), PySDK (unified Python API for inference across hardware accelerators), and Orca AI Hardware Accelerators (proprietary edge AI hardware). Application Packages provide ready-to-run solutions including Face Recognition and Speech Transcription. The architecture enables developers to access models from Model Zoos, compile and optimize them with Cloud Compiler, and deploy across supported hardware targets including Hailo, DEEPX, Intel, Renesas, Rockchip, MemryX, Axelera AI, and BrainChip processors. AI Hub serves as the central platform integrating all components for unified workflow management.
Differentiator
Problem solved
Functional benefit
Brands
- AI Hub: Cloud platform providing model management and deployment workflows, plus Cloud Compiler to port and optimize models.
- PySDK
- Orca AI Hardware Accelerator
Products and services
- AI Hub
Quantifiable outcome
- Access models in minutes with instant pre-trained model availability
- +1 more outcomes
Companies that use DeGirum
Customer profileSegments2 records
Ideal customer profiles2 records
DeGirum technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration11 records
AI capability8 records
Feature6 records
DeGirum partnerships and signals
Strategic signalPartnerships
Two partnerships are on record, tiered core.
- Axelera AIcoreTechnology partnership integrating DeGirum's computer vision, generative AI, and inferencing applications with Axelera AI's MetisEdge AI Processors. The collaboration enables customers to rapidly create and deploy Edge AI solutions while providing Axelera customers one year of premium technical support at no cost. The partnership helps both companies expand their reach in the Edge AI market by offering a comprehensive platform for building and scaling inference solutions.
- Axelera AIcoreStrategic technology partnership combining Edge AI offerings. Integrates DeGirum's face recognition software and PySDK with Axelera AI's Metis Edge AI Processors. Provides Axelera customers with one year of premium technical support from DeGirum, scalable application deployment, and remote hardware performance testing capabilities. Expands both companies' reach in the Edge AI market, giving developers additional options for building and deploying inference solutions.
Scale indicators2 records
Recent moves6 records
Expansion highlights5 records
DeGirum competitors and assessment
Company assessmentDirect peers
- Edge Impulse: Edge AI development platform for building, training, and deploying ML models on edge devices. Acquired by Qualcomm, it directly competes with DeGirum's PySDK + AI Hub stack across the same developer persona and edge deployment use cases.
- Viso.ai: End-to-end computer vision platform (Viso Suite) for building, deploying, and managing edge AI applications across heterogeneous hardware. Mirrors DeGirum's positioning of unifying vision AI workflows across processors with a no-code and code-based toolset.
- AlwaysAI: Edge computer vision platform offering a Python SDK, pre-trained models, and deployment to edge devices. Targets the same developer persona with hardware-agnostic inference and an application-package style approach.
- Roboflow: Developer platform for building and deploying computer vision models, with model zoos, training tools, and edge deployment workflows. Overlaps with DeGirum on vision-centric model zoos and PySDK-style inference workflows.
- SiMa.ai: Edge AI company shipping both MLSoC silicon (Modalix) and a software stack (Palette) for ML deployment at the edge. Closest peer in terms of vertical HW+SW edge AI integration model that DeGirum pursues with Orca + PySDK.
Emerging players
- OctoML (OctoAI): ML model optimization and deployment platform that ports and accelerates models across hardware. Comparable to DeGirum's Cloud Compiler and serving layer, though more cloud-centric than edge.
- Landing AI: Computer vision platform offering LandingLens for training and deploying vision models in industrial settings. Adjacent competitor to DeGirum's vision-focused Application Packages, especially in industrial edge AI.
Broad incumbents
- NVIDIA (Jetson / TensorRT): Dominant edge AI silicon + software stack via Jetson modules, TensorRT inference optimizer, Triton Inference Server, and the broader CUDA ecosystem. Competes with DeGirum across both the hardware accelerator and inference platform layers.
- Qualcomm: Edge AI silicon vendor (Snapdragon, Qualcomm AI Engine) that acquired Edge Impulse to deliver a full-stack edge ML platform. Competes with DeGirum on both the processor side and the integrated developer tooling side.
- Intel (OpenVINO): Provides OpenVINO toolkit for optimizing and deploying AI models across Intel CPUs, GPUs, and VPUs. Already a supported hardware target for DeGirum's PySDK, but Intel's own stack is a competitive alternative.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks5 records
Key highlights6 records
Customer concentration
DeGirum social profiles
Digital presenceDeGirum financial estimates
Financial estimateRevenue estimate
Valuation estimate
DeGirum leadership team
Management profileNumber of profiles
Profiles3 records
DeGirum funding detail
Funding detailFunding overview
Funding rounds8 records
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
DeGirum 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 DeGirum
What does DeGirum do?
DeGirum develops AI software and hardware infrastructure that accelerates the adoption and deployment of AI applications at the edge. The company's core offerings include the AI Hub cloud-based model management platform, PySDK (a unified Python API enabling hardware-agnostic AI inference), Orca AI Hardware Accelerators for edge inference, and a Cloud Compiler for model porting and optimization.
Is DeGirum a public or private company?
DeGirum is a private company. It is classified as venture growth investor backed and is currently operating.
When was DeGirum founded?
DeGirum was founded in 2026. It employs 11 to 50 people.
Where is DeGirum based?
DeGirum is headquartered in Santa Clara, United States, in the North America region.
How does DeGirum make money?
Two revenue lines are on record. PySDK and AI Hub Subscriptions are the primary driver. The others are hardware Sales (Orca AI Accelerators).
Who are DeGirum's main competitors?
Direct peers on record are Edge Impulse, Viso.ai, AlwaysAI, Roboflow and SiMa.ai. Emerging players are OctoML (OctoAI) and Landing AI. Broad incumbents are NVIDIA (Jetson / TensorRT), Qualcomm and Intel (OpenVINO).
Does DeGirum have an API?
No public API is recorded for DeGirum.
What industry is DeGirum in?
DeGirum's product category is Edge AI Software Platform. Its primary akta.pro industry code is HDAEANAC, Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem), with a secondary code of HDAAABAF, Model Deployment, Serving & Inference Platforms. Its NAICS code is 51321 and its SIC code is 7372.