ML Platforms - AI Automation Solutions

Create scalable turn key AI solutions on hardware and cloud-based platforms.

Welcome to ML Platforms – Pioneering AI Automation at the Edge and Beyond

At ML Platforms, we are an AI automation agency specializing in Edge and Server AI solutions. We empower businesses with intelligent, scalable automation—bridging the gap between low-cost, low-power edge deployments and performance-critical enterprise applications. Whether you need real-time AI on resource-constrained devices or robust server-based systems, we deliver tailored solutions that drive efficiency, security, and innovation.

Our expertise spans the full spectrum of AI deployment. We design low-power edge solutions—perfect for cost-sensitive applications like retail inventory tracking or IoT monitoring—while also architecting high-performance AI for enterprise needs, such as warehouse logistics or industrial defect detection. From cloud-based AI servers to secure, hosted environments, we ensure reliability and data protection for mission-critical use cases, including those demanding Hardware Security Modules (HSM) for top-tier security including post-quantum solutions.

We develop both horizontal AI agents—versatile tools for broad automation tasks—and vertical AI agents, fine-tuned for industry-specific challenges. With deep experience in general AI, security solutions, and semiconductor technologies, our team brings a rare blend of innovation and precision to every project. Whether you're optimizing edge devices, scaling server infrastructure, or securing sensitive operations, ML Platforms is your partner in transforming ideas into intelligent realities.

Why Us?

Edge-to-Enterprise Expertise: Low-cost SBCs to high-performance servers.
Flexible Deployment: Cloud, hosted, or hybrid AI solutions.
Security & Reliability: HSM-backed systems for critical applications.
Custom AI Agents: Horizontal and vertical, built for your needs.
Proven Experience: General AI, semiconductors, and beyond.

Let's automate your future—contact us today to explore how our AI solutions can elevate your business.

Our AI Solutions: From Edge to Enterprise

At ML Platforms, we deliver AI automation tailored to your needs—whether it's low-power edge devices, high-performance edge platforms, or robust server solutions. Here's how we make it happen:

Low-End Edge AI with OpenVINO

For cost-sensitive and resource-constrained applications, we harness Intel's OpenVINO toolkit to bring AI to the edge. Using single-board computers (SBCs) with embedded Intel GPU for AI inference, we deploy lightweight, efficient solutions that don't compromise on capability.

We optimize object recognition and vision models (e.g., detecting products on shelves, product defects, etc.) to run at 30-100 FPS on low-power hardware with Intel OpenVINO model optimization—perfect for retail inventory or IoT monitoring.
Intel OpenVINO's support for Intel CPUs, GPUs, and NPUs ensures good balance between inference speed and accuracy, with minimal energy use (5-25W), keeping costs low (~$100-$500 per setup).
Affordable, scalable automation—turn a $50 Raspberry Pi into a smart vision system without breaking the bank.

High-End Edge AI with NVIDIA Jetson

When performance is critical, we leverage NVIDIA's Jetson platform to power advanced edge AI applications. From the Jetson Orin Nano to the AGX Orin, we tackle demanding tasks like multi-stream video analysis or robotics with unmatched compute power.

We deploy complex, custom-trained models (e.g., cascading object detection) at 100-200+ FPS—ideal for warehouse logistics, agriculture monitoring, or industrial automation.
Jetson's 40-275 TOPS (e.g., Orin Nano at 67 TOPS, AGX at 275 TOPS) and CUDA/TensorRT optimization deliver real-time performance on compact devices (15-60W), scaling from $249 prototypes to production-grade systems.
Enterprise-grade AI at the edge—process multiple camera feeds or intricate datasets without latency or cloud dependency.

Hosted AI Server Solutions

For reliability and security-critical applications, we design hosted AI servers that keep your data and processing in-house. Built on Intel or NVIDIA hardware, these systems offer robust performance with a focus on control and protection.

We run high-throughput AI (e.g., 200 FPS on Intel Arc A770 or NVIDIA RTX) for tasks like real-time defect detection or secure transaction processing, often with Hardware Security Modules (HSM) for encryption and compliance.
Hosted servers ensure uptime and data sovereignty—your AI runs on dedicated, scalable infrastructure (e.g., $1K-$5K setups), optimized with OpenVINO or TensorRT for speed and efficiency.
Hosted AI Server Solutions provide peace of mind—secure, reliable automation for sensitive operations like financial systems or industrial monitoring, no cloud risks attached.

Cloud-Based AI Server Solutions

For flexibility and rapid scaling, we integrate cloud-based AI servers into your workflow. Leveraging platforms like AWS, Azure, or OpenAI's APIs, we bring enterprise-grade compute to your fingertips.

We enhance edge outputs with cloud inference (e.g., detailed object descriptions via GPT-4) or process large datasets (e.g., warehouse analytics) at scale—think 100s of requests per second.
Cloud servers offer elasticity—spin up resources as needed (e.g., $0.04/image via OpenAI)—and pair with your edge systems for hybrid power, all manageable with our C++ and Python expertise.
Cloud-Based AI solutions allow customers to grow without limits and optimize processing costs for seasonal or time constrained business situations—tap into cloud scalability for peak loads or advanced analytics, seamlessly linked to your edge deployments. This solution can take advantage of cloud spot pricing and eliminates the need for on-premises server infrastructure and its maintenance.

Hybrid Edge-to-Cloud AI Server Solutions

Depending on business case Edge and Cloud solutions can be combined into a hybrid infrastructure to improve system performance, taking advantage from both approaches and reduce Internet traffic both ways.