Run AI on a device or at the edge
Infer locally on a camera, module, PC or robot rather than in a data centre — no round trip to a cloud GPU. 84 products across 23 companies in the Ludbee catalogue carry this task — across 3 of the 4 layers of the stack: 11 Application, 2 Foundation Models, 10 Hardware.
Filter the whole directory by this job to sort and compare these products.
Where these run
- On-device
- 78 of 83 products that record it
- Self-hosted
- 4 of 83 products that record it
- Hybrid
- 1 of 83 products that record it
1 of 84 products carry no recorded deployment yet, and one product can run more than one way — the counts above are of records, not of products.
What this page does not claim
This list carries no score and no recommendation, and one order only: inside each layer, a company whose product for this task is marked AI feature — sold for another job, with AI as one function its own page names — comes after the rest, A–Z within each. The standing rule that applies to the whole directory applies here too: no payment changes a figure, a ranking or the order of any list, this one included. Nor can it yet say what governs any of these products once deployed — what data they can reach, what they are certified against, whether a vendor trains on what you send it. That field is defined in the ontology and is populated on none of the 3,888 products in the catalogue yet, so a page that leaned on it would be promising an answer the data cannot back. It will say so here the day that changes.
The companies
Application (11)
- 4Paradigm — 4Paradigm SageOne Workstation
- AGI, Inc. — AGI Agent, AGI-RUN
- Anaconda — Anaconda Desktop
- Anduril Industries — Barracuda (AI feature), Bolt (AI feature), Copperhead (AI feature), EagleEye (AI feature), Extended Range Sentry, Long Range Sentry, Maritime Sentry, Menace-X, Pulsar, Seabed Sentry (AI feature), Standard Range Sentry
- IBM — IBM Inspector Portable
- Lightricks — LTX Desktop
- Microsoft — Surface RTX Spark Dev Box
- Mintplex Labs — AnythingLLM Mobile
- Music AI — Music AI Embedded SDK
- Nomic AI — GPT4All
- Siemens — AI Asset Manager, AI Inference Server
Foundation Models (2)
- Sarvam AI — Sarvam Kaze
- SenseTime — SenseNebula AIE, SenseNebula AIM M30, SensePass CS, SensePass Pro, SensePass S7, SensePass S8
Hardware (10)
- AMD — AMD Radeon AI PRO R9700, AMD Ryzen AI Embedded P100 Series Processors, AMD Ryzen AI Embedded X100 Series Processors, AMD Ryzen AI Halo, AMD Ryzen AI PRO Processors, AMD Versal AI Edge Series, GAIA
- Arm Holdings — Arm C1-Nano, Arm C1-Premium, Arm C1-Pro, Arm C1-Ultra, Arm C2 CPU cluster, Arm Compute Library, Arm Cortex-M52, Arm Cortex-M55, Arm Cortex-M85, Arm Kleidi, Arm Mali G2-Ultra NX
- Axelera AI — Axelera Edge 130p, Axelera Edge 232p, Axelera Embedded 110m, Axelera Server 150p, Dell Pro Slim Plus XE5 with Axelera Edge 130p
- Dell Technologies — Dell Deskside Agentic AI, Dell Pro AI Studio, Dell Pro Precision with GB10, Dell Pro Precision with GB300
- Hailo Technologies — Hailo AI accelerators, Hailo-10H, Hailo-15, Hailo-8
- Intel — Deep Learning Streamer, Edge AI Sizing Tool, Education AI Suite, Federal and Aerospace AI Suite, Geti Instant Learn, Health and Life Science AI Suite, Manufacturing AI Suite (AI feature), Metro AI Suite (AI feature), Retail AI Suite (AI feature), Scenescape, Visual Pipeline and Platform Evaluation Tool
- Mobileye — EyeQ System-on-Chip
- NVIDIA — NVIDIA Holoscan, Project G-Assist
- Qualcomm — GenieX, Qualcomm Dragonwing IQ-X Series (AI feature), Qualcomm Dragonwing IQ10 Series (AI feature), Qualcomm Dragonwing IQ6 Series (AI feature), Qualcomm Dragonwing IQ8 Series (AI feature), Qualcomm Flight RB5 5G Platform (AI feature), Qualcomm Robotics RB6 Platform (AI feature)
- Tenstorrent — TT Studio, tt-local-generator