AI/ML Services

Delivering Intelligent Solutions from Edge to Cloud

From data to decisions, Al is redefining how organizations innovate, operate, and compete in a digital-first world. However, Al adoption presents several challenges for organizations, including: integrating agentic Al into existing ecosystems and legacy systems, deploying Al on low-power embedded platforms, maintaining consistent model performance across varying firmware versions and hardware revisions, managing distributed Al workloads across edge and cloud environments, ensuring data quality and addressing heightened cybersecurity risks.

elnfochips delivers end-to-end Al services-spanning edge intelligence to enterprise strategy-by unifying embedded and enterprise Al to drive transformative outcomes. The company is at the forefront of building next-generation Al systems that go beyond intelligence to become self-improving. This includes cutting-edge capabilities such as Agentic Al, LLMOps, Digital Twins, Explainable Al, and Data-Centric Al-technologies that represent the future of scalable, secure, and autonomous decision-making across both business and technical workflows.

Service offerings

At elnfochips, we work across entire Al journey delivering embedded intelligence to engineering scalable Al that powers both edge devices and enterprise transformation. From signal acquisition to self-learning systems, our ecosystem spans real-time edge models and cloud-native GenAl and Agentic Al applications.

360° Capability Stack - From Ingestion to Agentic Intelligence

Our end-to-end Al Capability Stack spans edge intelligence, data engineering, advanced modeling, GenAl integration, and automated MLOps/LL- MOps-delivering real-time, actionable insights from data to decision. We enable secure Al adoption by embedding responsible, trustworthy, and governed Al principles-from chip to cloud-ensuring security compliance and ethical model design at every architectural level.

1

Data Acquisition & Signal Ingestion

Where data is born - from devices, sensors, and
systems

2

Edge Intelligence & Local Decisioning

Low-latency processing at the source
of data

8

Visualization & Experience Layer

Delivering insights to humans and
systems

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7

MLOps & LLMOps Automation

Al production management, governance, and lifecycle
automation

Info

3

Data Engineering & Processing

Curating, cleaning, transforming data into Al-
ready assets

4

Core AI/ML Modeling

Predictive, classification, forecasting and detection
models

6

Agentic Al & Orchestration

Multi-agent systems that act, reason, and
automate

5

GenAI & LLM Integration

Contextual intelligence via language
models

360° Capability Stack - From Ingestion to Agentic Intelligence

Our end-to-end Al Capability Stack spans edge intelligence, data engineering, advanced modeling, GenAl integration, and automated MLOps/LL- MOps-delivering real-time, actionable insights from data to decision. We enable secure Al adoption by embedding responsible, trustworthy, and governed Al principles-from chip to cloud-ensuring security compliance and ethical model design at every architectural level.

1

Data Acquisition & Signal Ingestion

Where data is born - from devices, sensors, and
systems

2

Edge Intelligence & Local Decisioning

Low-latency processing at the source
of data

3

Data Engineering & Processing

Curating, cleaning, transforming data into Al- ready assets

4

Core AI/ML Modeling

Predictive, classification, forecasting and detection models

Info

5

GenAI & LLM Integration

Contextual intelligence via language models

6

Agentic Al & Orchestration

Multi-agent systems that act, reason, and automate

7

MLOps & LLMOps Automation

Al production management, governance, and lifecycle automation

8

Visualization & Experience Layer

Delivering insights to humans and systems

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Featured Work

Edge AI

Edge AI

Computer Vision

Generative AI

Generative AI

Machin Learning

Machine Learning

MLOps and AIOps

Enterprise AI

Enterprise AI

NLP

NLP

AI Accelerators

Agentic Al based
Testing Tool

Agentic AI based Testing Tool

Built on a multi-agent architecture comprising of Requirement Analysis Agent, Test Case Generation Agent and Verification Agent. Each agent works collaboratively to streamline the end-to-end verification and validation workflow, 50% productivity improvement

LLM Inference
Accelerator

LLM Inference Accelerator

On-device LLM inference with Llama v3.2 Model 3B-Instruct, running fully offline on Qualcomm QCS8550. Ideal for Defense, Manufacturing, Industrial AI use cases where data privacy and latency are critical, in resource-constrained edge environments

Autonomous
Mobile Robot

Autonomous Mobile Robot

Developed a robot using Nvidia Isaac that delivers object from point A to point B while performing object identification and avoid obstacles in both simulated and actual world using camera and sensors

Wide applications across Industrial, Manufacturing, Healthcare etc.

AI-Driven Perception & Simulation
Pipeline for AMRs

AI-Driven Perception & Simulation Pipeline for AMRs

AI + SQL + ROS2-Gazebo Integration, 3D Object Detection, 6DoF Pose Estimation, Object Tracking, Synthetic Data Generation for AI models, Digital Twin Creation.

Edge computing
Accelerator

Edge computing Accelerator

Based on Qualcomm QCS6490, Custom synthetic & real dataset creation, Model architecting and training, Model Quantization (INT8), Pruning, Compression. Deployable across Qualcomm platforms.

Real-time Face
Recognition

Real-time Face Recognition

Based on NVIDIA® Jetson AGX Xavier™

Use-cases – Facial feature analysis, Attendance system, Person Tracking and Reidentification, Gait analysis, Tresspassers detection

NLP based Voice Assistant
Automation Framework

NLP based Voice Assistant Automation Framework

On-device LLM inference with Llama v3.2 Model 3B-Instruct, running fully offline on Qualcomm QCS8550. Ideal for Defense, Manufacturing, Industrial AI use cases where data privacy and latency are critical,in resource-constrained edge environments

Generative
Al based SRE Copilot

Generative AI based SRE Copilot

Used to optimize incident management process by facilitating rapid response and resolution through insights derived from historical client data on past incidents, Incremental learning

Generative Al based
Conversational Chatbot

Generative AI based Conversational Chatbot

Custom data-driven chatbot, Internal and external communication, extract content from images and handwritten information from various documents and customer support

Generative Al based
Imaging Accelerator

Generative AI based Imaging Accelerator

Based on OpenAI’s  multi-modal vision and language model, CLIP(Contrastive Language-Image Pre-training) for image classification and COCO(Common Objects in Context) dataset for generating textual descriptions from images 

e-EYE - Computer Vision
based Accelerator

e-EYE – Computer Vision based Accelerator

Ready to deploy 22+ video analytics algorithms – Object Detection, People/Vehicle counting, License plate recognition, Motion detection, Faster time to market by 45%

Clients

Pesonal tech
Omnicell
softacuity

Why eInfochips for AI/ML Services?

Chip-to-Enterprise Intelligence

Delivering end-to-end AI through a full-stack approach spanning embedded inferencing advanced Cloud-native and enterprise-scale GenAI platforms.

Global Scale with Velocity

Operating from 6 global delivery centers across the US, India, and the EU, powered by more than 250 AI/ML/GenAI engineers and architects for rapid and scalable execution.

Complete AI/ML Lifecycle Enablement

Supporting the full AI journey with robust capabilities across DataOps, MLOps, LLMOps, and post-production drift management ensuring measurable business impact.

3

Proven Production Success

Trusted by more than 30 enterprises with over 70 production deployments, solving more than 66 real-world industry challenges across diverse domains.

Domain-Centric Delivery Excellence

Combining global reach with deep domain expertise in healthcare, automotive, smart manufacturing, hi-tech, consumer electronics, security, energy, and aerospace.

Agentic and Self-Evolving Intelligence

Advanced capabilities in GenAI and Agentic AI, delivering enterprise-grade implementations with strong data engineering and cloud-native integrations for adaptive, autonomous systems.

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