Development

Edge AI Inference Solutions | Scalable Intelligence

Edge AI Inference Solutions

In the modern digital landscape, speed and data privacy are paramount. Associative, a premier software development firm headquartered in Pune, India, specializes in bridging the gap between complex cloud intelligence and localized execution through high-performance Edge AI inference.

By moving AI processing from centralized servers directly onto local devices, we empower businesses to achieve real-time decision-making, reduced bandwidth costs, and enhanced data security.

Why Edge AI Inference?

Standard AI models often rely on the cloud, which can introduce latency. Our Edge AI solutions ensure that your machine learning models run locally on hardware, providing:

Ultra-Low Latency: Instantaneous processing for time-sensitive applications like autonomous systems.
Reduced Bandwidth: Minimize data transmission costs by processing raw data at the source.
Enhanced Privacy: Sensitive data stays on-device, ensuring regulatory compliance and security.

Our Edge AI & Machine Learning Expertise

At Associative, we utilize a robust technology stack to deploy intelligent systems across diverse hardware environments.

1. Core AI/ML Development

We build and optimize models using the Python ecosystem (TensorFlow, PyTorch, Scikit-learn) and Java libraries (Deeplearning4j) specifically tailored for edge deployment.

2. Computer Vision at the Edge

Our team excels in image recognition and analysis using OpenCV. We deploy custom 3D data processing and visual inspection models that run natively on edge gateways and cameras.

3. IoT & Embedded Integration

We provide end-to-end solutions connecting embedded devices—such as Arduino and Raspberry Pi—to cloud backends like AWS IoT, ensuring seamless model updates and telemetry.

4. Autonomous Simulations

Using CARLA, we develop professional simulations for autonomous vehicle testing, where Edge AI inference is critical for real-world safety and navigation.

The Associative Advantage

Founded on February 1, 2021, Associative is a team of dedicated innovators and IT professionals. We are formally registered with the Registrar of Firms (ROF), Pune, and operate with unyielding transparency.

Strategic Partnerships: We are an Adobe Bronze Solution Partner and an Official Reseller Partner of Strapi, ensuring your edge solutions integrate perfectly with world-class CMS and enterprise tools.
NexusReal R&D: Our flagship project, NexusReal, showcases our ability to fuse digital intelligence with physical reality using Neural Radiance Fields (NeRFs) and Gaussian Splatting.
Full IP Ownership: Upon project completion and final payment, you receive 100% ownership of the source code and intellectual property.

Our Technology Stack for Edge AI

We select the right tool for every unique environment:

Languages: C++, Rust, Python, Go, Java, and Swift.
Edge Hardware Support: NVIDIA Jetson, Raspberry Pi, ARM-based processors, and mobile devices (Android/iOS).
Cloud Orchestration: AWS, Google Cloud, and Azure for model training and remote deployment.

Engagement & Transparency

We eliminate inefficiencies through a structured, honest approach to development:

Flexible Models: Engagement ranges from 3 to 9 hours per day based on your project's evolving needs.
Time-and-Materials Billing: You only pay for the work performed, with transparent daily or weekly invoicing.
Strict Confidentiality: We adhere to rigorous NDAs and do not maintain a public portfolio to protect your competitive advantage.

Contact Us Today

Ready to implement high-performance Edge AI inference for your business? Let’s transform your visionary ideas into a scalable reality.

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