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AI, Machine Learning, and Physical AI Development Services

Softeq builds AI, machine learning, and Physical AI systems that turn sensor and data streams into real-time decisions and action. From computer vision and NLP to embedded ML and AI-driven robotics, we take intelligent products from concept through prototyping to production for enterprise OEMs and startups.

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Engineering AI & Machine Learning Solutions for the Modern Enterprise - Edge & Generative AI 

Computer Vision

From sports tracking and vehicle detection to smart surveillance systems, our machine learning experts design image-processing algorithms that power enterprise-grade visual data analysis. These computer vision systems support object detection, facial and gesture recognition, autonomous vehicles, and robotics, key tools for modern digital transformation.

Now enhanced with Edge AI capabilities, our solutions deliver real-time performance even in resource-constrained environments.

 

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Natural Language Processing (NLP)

Our NLP solutions harness large language models (LLMs) and domain-specific AI to enable intelligent document processing, enterprise search, and workflow automation.

We develop advanced systems for optical character recognition (OCR), real-time text and speech analysis, and programmatic intent recognition, accelerating your journey toward intelligent, AI-driven operations.

 

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Conversational AI/Chatbots

Enhance communication with AI-powered speech-to-text, voice command, and emotion recognition systems. Our voice AI solutions support enterprise transformation across customer service, automotive, healthcare, and legal sectors, with integrations into platforms like Alexa, Google Assistant, and Siri, as well as custom, domain-specific voice agents.

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Voice and Speech Recognition

Enhance communication with speech-to-text AI systems and voice command functionality. Our machine learning services support enterprise digital transformation in customer service, automotive systems, healthcare, and legal sectors through integrations with Alexa, Google Assistant, Siri, and Cortana.

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Business Intelligence

Drive enterprise agility with AI-powered business intelligence tools. We build data warehouses, ETL pipelines, and predictive analytics systems to turn raw data into actionable insights, empowering leaders to make faster, more informed decisions as part of their broader digital transformation strategy.

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Large Language Model Applications

Extend your digital capabilities with customized large language model (LLM) solutions. We fine-tune models like ChatGPT, Gemini, and Claude for your specific use cases, whether you're building internal copilots, enterprise chat interfaces, or AI agents that integrate with your tools through retrieval-augmented generation (RAG) and API orchestration.

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Physical AI: Intelligence That Senses, Reasons, and Acts in the Real World

Physical AI is the convergence of machine learning, sensors, and real-time computing systems that operate in the physical world. Robots, autonomous machines, smart cameras, and connected devices that perceive their environment, make decisions on-device, and act on them without waiting on the cloud. This is where Softeq's full stack matters. Physical AI does not run on software alone. It needs embedded hardware, firmware, sensor integration, edge inference, and the ML models on top, engineered to work together. Most partners cover one or two layers. Softeq builds all of them under one roof, from prototype to production.Our Physical AI work spans embedded machine learning (TinyML and EdgeAI) for constrained devices, computer vision for object detection and navigation, sim-to-real model training, and integration on platforms like NVIDIA Jetson, NXP, and Arduino. We are members of the Edge AI Foundation and partner with NXP, Arduino, and Edge Impulse to deliver intelligence at the edge.

Embedded Machine Learning and Edge AI

On-device inference for power- and compute-constrained hardware using TinyML and EdgeAI, so devices act in real time without a cloud round trip.

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AI-Driven Robotics and Autonomous Machines

Perception, motion, and control software for robots and AMRs that navigate, manipulate, and adapt in unstructured environments.

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Sim-to-Real and Synthetic Data Training

Models trained in simulation and hardened for real-world deployment, closing the gap between simulation and physical performance.

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Smart Connected Devices

Camera-based and sensor-driven intelligence built into consumer, industrial, and medical devices.

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Featured Projects

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The Softeq team totally understood what we wanted to do. We are really satisfied with their work. If we had to do it ourselves, it would have cost more and taken longer. The Softeq team did it very efficiently. I really appreciate Softeq’s work and I would definitely recommend Softeq to our colleagues or customers.

Omron
Kozo Moriyama Lead Engineer, OMRON R&D department
Case study

Proof-of-concept iOS App for Omron

Faced with insufficient in-house resource availability, the company turned to Softeq on a customer recommendation. Softeq created an iOS POC application with real-time image processing capabilities.

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In terms of project management, Softeq is bulletproof. They respond to things quickly, and they don't cheat by doing the bare minimum work to achieve the specs. They're apologetic if something doesn't work as planned, even if it's not their fault. And they turn around resolutions extremely quickly.

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Colin Hickey Drone-based solution for Oil Rig Inspection
Case study

Drone-based solution for Oil Rig Inspection

Sky-Futures wanted to max out the commercial application of drones. The company enhanced its offering with a first-on-the-market business process solution that automates major inspection workflows.

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An automotive company turned to Softeq to migrate an ML-driven image/video labeling app to the cloud. The new web app allows labelers to process data without the delays they were encountering when the data was stored on local servers.

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Image/Video Labeling Web App for the Automotive Industry

The revamped solution enables labeling teams to access the system faster and process data more productively. The reworked architecture increases the solution’s scalability and effectively distributes resource utilization between the system’s components.

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A deep learning-powered chatbot that maintains conversations on sports through a leading messenger. The bot provides users with scores, schedules, and advanced game statistics, and also compares players’ latest performances and ratings.

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Deep Learning-powered Chatbot for Major Messenger

The client planned to develop a Deep Learning-powered chatbot that would help users play a sport video game more efficiently.

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Industry Applications Driving Enterprise Digital Transformation

We enable digital transformation across key industries with custom AI and machine learning development, combining predictive analytics, generative AI, edge intelligence, and computer vision to power smarter operations, safer environments, and scalable innovation.

Oil & Gas

Smart safety systems, environmental monitoring, and employee wellness tracking using AI and AR/VR technologies.

Transportation

Enhanced traffic management, real-time predictions, and passenger safety powered by AI and computer vision.

Automotive

Intelligent driver-assist systems, predictive maintenance, and autonomous driving innovations.

Consumer Electronics

AI-enhanced smart devices and camera-based applications for home automation, security, and wearables.

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Chris Howard
Chris Howard Founder & CEO

AI & ML Solutions for IoT and Robotics

Machine Learning for IoT

Transform your IoT data into strategic insights. Our machine learning algorithms process large-scale data streams to detect patterns, predict anomalies, and optimize operations, accelerating your journey toward enterprise digital transformation.

AI for Connected Vehicles and Robotics

For the Internet of Cars, we build smart cockpits, accident prevention software, autopilots, and self-driving cars powered by smart camera solutions and innovative technologies like Intel® RealSense™ and NVIDIA Drive PX 2.

Also within our AI development services, we develop AI and software for robots of any type and complexity level. These can be simple models with human–machine interfaces. We can also build advanced robots that can interact with humans and the environment. They are a great fit for caregiving, education, and healthcare. This is Physical AI in practice: perception, reasoning, and motor control running on embedded hardware we design and build.

Autonomous Decision-making

Softeq integrates Machine Learning capabilities into a variety of enterprise applications and cyber-physical systems. We train custom ML models capable of detecting patterns in sensor data and media content and executing tasks with little or no human involvement. Partner with us to fast-track your Digital Transformation project! 

Engagement Models
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Dedicated Development Team

A full-time engineering team built around your roadmap—functioning as an extension of your internal organization. Ideal for long-term, evolving initiatives.

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Time & Materials (T&M)

A flexible engagement designed for iterative development, rapid exploration, or evolving project needs. Ideal when requirements are still forming and you want the freedom to adjust scope, pace, and priorities as you go.

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Fixed Price

A structured, predictable engagement built for projects with defined requirements and a clear scope. Ideal when you need a committed delivery timeline and a guaranteed budget with full accountability for outcomes.

Questions?
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Contact Us Chris Howard
Chris Howard Founder and CEO, Softeq
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