Edge AI Deployment: Running AI on Devices

In the modern digital landscape, speed and privacy are paramount. Associative, a premier software development firm headquartered in Pune, India, specializes in Edge AI deployment, enabling businesses to run sophisticated artificial intelligence models directly on local devices. Since our establishment on February 1, 2021, our team of dedicated innovators and IT professionals has been committed to transforming visionary ideas into scalable, real-time digital realities.

Why Deploy AI at the Edge?

Edge AI moves the computation from the cloud to the device itself—whether that is a smartphone, an industrial IoT sensor, or a custom hardware build. This approach eliminates latency, reduces bandwidth costs, and enhances data privacy. At Associative, we guide businesses through the complexities of this transition, creating comprehensive solutions that drive growth and market leadership.

Our Specialized Edge Capabilities

IoT & Embedded Systems: We build end-to-end solutions connecting devices like Arduino and Raspberry Pi to intelligent backends.
Computer Vision: Real-time image recognition and analysis using OpenCV and custom 3D data processing, optimized for on-device performance.
Mobile Intelligence: Native development for Android (Java, Kotlin) and iOS (Swift, SwiftUI) that incorporates on-device machine learning.
Generative AI & LLMs: specialized implementation of Large Language Models using frameworks like LangChain and Ollama for local, secure processing.

Innovation & R&D: NexusReal

Associative is at the forefront of Edge AI research through our flagship project, NexusReal: Intelligence Fused Reality. This platform serves as a bridge between digital intelligence and physical reality.

Capabilities include:

Interactive AI Avatars with real-time lip-syncing.
On-device communication via LLMs.
Realistic human cloning using Neural Radiance Fields (NeRFs) and Gaussian Splatting for advanced industrial and media visualization.

Technical Excellence for Device-Level AI

Running AI on devices requires a precise and powerful technology stack. Our team utilizes a vast landscape of tools to ensure the right performance for every environment:

Languages: C++, Rust, Go, Python, Swift, and Kotlin for high-performance execution.
AI Frameworks: TensorFlow, PyTorch, Scikit-learn, and Deeplearning4j.
Cloud & DevOps: While the AI runs at the edge, we manage the lifecycle via AWS, Google Cloud, and Azure using robust CI/CD pipelines (Docker, Kubernetes).

Operational Excellence & Security

We operate with unyielding transparency and are formally registered with the Registrar of Firms (ROF), Pune. Our client-centric approach ensures your intellectual property is protected throughout the development of your Edge AI solution.

Strict Confidentiality & Ownership

Strict NDAs: We adhere to rigorous non-disclosure agreements for all proprietary AI models.
No Public Portfolio: To protect your competitive advantage, we do not share client projects or maintain a public portfolio.
100% IP Ownership: Upon project completion and final payment, you receive full ownership of the source code and IP.

Transparent Service Model

Engagement: Flexible models ranging from 3 to 9 hours per day.
Billing: Strictly time-and-materials basis; you only pay for the work performed.
Estimates: For complex, custom Edge AI software, we typically estimate a minimum of 1000 hours to ensure a production-ready deployment.

Contact Us to Bring Your Vision to Life

Ready to move your intelligence to the edge? Contact Associative today to discuss your project requirements with our Pune-based team.

Address: Khandve Complex, Yojana Nagar, Lohegaon – Wagholi Road, Pune, Maharashtra, India – 411047
Phone/WhatsApp: +91 9028850524
Email: info@associative.in
Website: https://associative.in
Office Hours: 10:00 AM to 8:00 PM (Monday – Saturday)

Edge AI Deployment Services: Running AI on Devices