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Computer Vision
Computer vision for medical, industrial and satellite imagery: detection, segmentation, super-resolution and real-time inference on edge devices.
Learn more about Computer Vision
ARCHEON SOLUTIONS · SF / DUBAI · EST. 2026
N 25°12′ · E 55°16′SYSTEMS ONLINE
Production AI
for enterprises.
Archeon Solutions is an AI research and engineering company in San Francisco and Dubai. We design, train and deploy AI agents, LLMs and computer vision systems for banks, hospitals, industrial operators and AI labs, from research to production. Our team built the inference stack behind a DeepSeek R1 world record on NVIDIA Blackwell and has built AI at NVIDIA, Siemens Healthineers and JP Morgan.
COMPUTER VISIONLLM OPTIMIZATIONAI AGENTSHEALTHCAREFINANCER&D
Benchmark
World record
Inference speed on DeepSeek R1 in FP4: 303 tokens per second, verified by Artificial Analysis.
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Positioning
AI researchers and engineers.
San Francisco and Dubai.
We build the AI systems that banks, hospitals and industrial operators run in production, and we judge them by latency, cost and accuracy.
Archeon is a small team of senior AI researchers and engineers. We work inside your engineering team, ship a working system, and hand over the code, models and documentation so your team can run it without us.
01 / Proof
World record
Inference speed on DeepSeek R1 in FP4 on NVIDIA Blackwell: 303 tokens per second.
02 / Proof
Peer-reviewed
Medical imaging research with Siemens Healthineers and UCL.
03 / Proof
Operators
Built systems at NVIDIA, JP Morgan, Siemens Healthineers, Avian.
AI development services.
Computer vision, LLM engineering, AI agents, healthcare AI, finance AI and applied research. One team runs all six, and most projects combine two or three of them.
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LLM Engineering
On-prem and air-gapped LLM deployment with custom kernels, low-precision inference and speculative decoding, the methods behind our DeepSeek R1 inference world record on NVIDIA Blackwell with Avian.io and NVIDIA.
Learn more about LLM Engineering
03
AI Agents
Agentic workflows that use your tools and data, run on models inside your perimeter, and keep a human approval step and an audit log for every action.
Learn more about AI Agents
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Healthcare AI
Medical imaging, real-time ultrasound and diagnostic AI, built with regulatory requirements in mind and tested to hospital reliability standards.
Learn more about Healthcare AI
05
Finance AI
Risk models, alpha research tools and document intelligence for banks and asset managers, built to pass model validation, audit and stress testing.
Learn more about Finance AI
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Research & Development
Applied AI research for problems without a known solution. We co-author with UC Berkeley, Harvard and UCL, then deploy what works into your stack.
Learn more about Research & Development
AI for regulated industries.
We work in industries where a model error is expensive: banking, healthcare, industrial operations, the public sector and AI labs. Choose an industry to see what we build there.
Vertical brief
Banking & Finance
We build risk engines, on-prem LLM stacks and document-intelligence systems for tier-1 banks and asset managers. Auditable from training data to inference and deployed inside your perimeter, with no third-party model APIs.
- Manual review reduction
- 60%
- P99 inference latency
- < 50ms
- Data leaving perimeter
- 0
Selected partners
- JP Morgan
- Avian
Vertical brief
Healthcare & Life Sciences
Medical imaging, real-time ultrasound AI and diagnostic systems built to hospital reliability standards. We have built real-time endometriosis detection on ultrasound video, CT super-resolution and registration pipelines with Siemens Healthineers and academic partners.
- Resolution recovery
- 4×
- Radiation dose reduction
- 75%
- Ultrasound video inference
- Near-live
Selected partners
- Siemens Healthineers
- UCL
- Harvard
Vertical brief
Industrial & Public Sector
Hyperspectral remote sensing, geospatial intelligence and edge vision for industrial operators and the public sector. Our models run on satellite data and on edge hardware at remote sites with little bandwidth.
- Detection accuracy
- 94.2%
- Single-pass coverage
- 50 km²
- Spectral bands fused
- 12
Selected partners
- NVIDIA
- Confidential
Vertical brief
R&D & Frontier Compute
GPU performance engineering for teams limited by throughput or cost: custom CUDA kernels, quantization, distributed inference and training infrastructure. We contribute to open source where it helps the work.
- DeepSeek R1 · FP4
- 303 tok/s
- LLM inference speed
- World record
- Precision
- FP4
Selected partners
- NVIDIA
- Avian
AI case studies.
Projects with measured results: inference throughput, radiation dose reduction, detection accuracy and latency in the operating room.
AI experience at NVIDIA, Siemens Healthineers and JP Morgan.
Before Archeon, our team built and ran production AI at these companies. We bring that experience with compliance, scale and clinical requirements to every client project.
01 / Operator
NVIDIA
AI & Accelerated Computing
Inference optimization, custom CUDA kernels and accelerated training pipelines.
- LLM inference optimization
- CUDA + TensorRT pipelines
- Distributed training infra
02 / Operator
Siemens Healthineers
Medical AI
Clinical imaging, diagnostic models and registration systems shipped into hospitals.
- Diffusion-based CT super-resolution
- Real-time surgical vision
- Clinical integration & validation
03 / Operator
JP Morgan
Financial AI
On-prem LLM tooling and document intelligence inside a tier-1 banking perimeter.
- On-prem inference stacks
- Risk & compliance modeling
- Audit-ready ML systems
A team of AI researchers.
Archeon is a small team of senior AI researchers and engineers based in San Francisco and Dubai. The people who scope your project are the people who write the code, and they stay until your team can run the system on its own.
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Tok/s world record · DeepSeek R1 FP4 · Blackwell
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PhDs & research alumni
0
Tier-1 enterprise engagements
0
Offices · SF · Dubai
Research network
Active collaborations with research groups at Berkeley, Harvard and UCL.
Start with a working session.
Bring a real problem to a 30-minute call with a senior engineer and a researcher from our team. No sales deck and no screening call first.
Pick a slot · 30 minutes
Prefer to write? Email us or send a brief
Direct line
contact@archeon.solutions
San Francisco
Engineering · Research
Dubai
Operations · Research
We work with clients worldwide and deploy on-prem, hybrid or air-gapped, depending on your compliance requirements.