Edge computer vision
Detection, counting and inspection on cameras.
Deeptech & IoT
Edge AI Development
- Edge computer vision
- Sensor and audio AI
- Edge hardware selection
- Model deployment
Transform your business with Edge AI Development
Understanding Edge AI Development
Edge AI runs machine learning models directly on devices or local gateways instead of the cloud, reducing latency, bandwidth and privacy risk.
- Edge computer vision. Detection, counting and inspection on cameras.
- Sensor and audio AI. Anomaly detection and keyword spotting on devices.
- Edge hardware selection. Jetson, Coral, NPUs and MCUs compared.
- Fixed-scope discovery milestones
- Senior engineering leads on every project
- Transparent code ownership and delivery
200+Projects delivered
98%On-time delivery
4.9/5Client rating
★★★★★Rated by real clients on Clutch
Solutions
Everything Edge AI Development teams need
Vision, audio and sensor AI deployed on cameras, gateways and devices — fast, private and working even without a connection.
Sensor and audio AI
Anomaly detection and keyword spotting on devices.
Edge hardware selection
Jetson, Coral, NPUs and MCUs compared.
Model deployment
Optimised models packaged for the target.
Fleet updates
Models updated remotely across devices.
Privacy by design
Data processed locally, only insights sent on.
Problem → solution
What slows Edge AI Development teams down — and how we fix it
Notes from our Edge AI Development discovery workshops: the problems we hear most, what we do about them, and what changes as a result.
The problem
Hardware, firmware and cloud teams work in silos
What we doOne team designs the board, writes the firmware and builds the cloud and app — so interfaces are agreed early and nothing falls between the gaps.
Longer battery life. Tested against production benchmarks.
The problem
Devices drain batteries or drop off the network
What we doPower budgets, sleep modes and radio choices are designed in from the start and tested in the field.
Reliable connectivity. Tested against production benchmarks.
The problem
Prototypes never make it to production
What we doWe design for manufacturing, certification and remote updates from the first schematic.
Faster time to market. Tested against production benchmarks.
Features
Must-have features, built in
Every Edge AI Development build includes the essentials your users, teams and auditors expect.
- Schematic and PCB design reviews
- Low-power firmware and RTOS
- Secure boot and over-the-air updates
- Hardware-in-the-loop testing
- Device fleet management
- Design for manufacturing and certification
In the field
Where our Edge AI Development software works
Hover or focus a photo to see how each solution shows up in daily operations.
Technology
Our Edge AI Development tech stack
Proven tools chosen for reliability, security and long-term support.
TensorFlow Lite
ONNX Runtime
NVIDIA Jetson
OpenCV
Python
C++
C++
Python
OpenCV
NVIDIA Jetson
ONNX Runtime
TensorFlow Lite
Ready to build for Edge AI Development?
Vision, audio and sensor AI deployed on cameras, gateways and devices — fast, private and working even without a connection. Start with a free discovery call with our team.
Plan your device project →Proof from our work
Results we have delivered
Real Pyzen projects, chosen for their relevance to Edge AI Development.
Industrial IoT
NDA protected
Daikin Manufacturing
View case study ↗
IIoT Data Pipeline & Dashboard
Predictive anomaly detection and telemetry aggregation pipelines optimised for industrial manufacturing environments.
45%
Cost reduction
200ms
Response time
Medical AI research
NDA protected
DG Rakshak
View case study ↗
Breast Cancer Detection AI
Clinical-grade diagnostic and imaging assistance for cancer research — CNN classification combined with U-Net segmentation.
96.8%
Accuracy
60%
Faster diagnosis
Climate tech
NDA protected
Passifi Tech
View case study ↗
Climate Data Classification
Large-scale climate intelligence and environmental classification platform for advanced data processing.
99.8%
Accuracy
10x
Faster analysis
Client voices
Buyer confidence for Edge AI Development
Specific proof, direct communication and measurable delivery — in our clients’ own words.
Rated by real clients
Verified reviews on Clutch ★★★★★
We were searching for a best app development company in noida for almost two months. Now that we are working with Pyzen Kudos to their entire team. Appreciate your dedicated efforts. Looking to work with you soon in the future!
Impressive machine learning software for breast cancer detection and segmentation. The accuracy and efficiency are remarkable. A significant advancement in medical technology. Kudos to the team for their exceptional development work. Highly recommended. Especially great in out-of-the-box solutions.
Deeply satisfied by Pyzen Technologies’ services. Their e-commerce and mobile application services are surely commendable. I would definitely rate them 5/5.
I will without a doubt recommend the e-commerce solutions of Pyzen Technologies. Kudos to their amazing staff for the great work. I can proudly say your team will reach great heights.
I needed some mobile application solutions urgently. I can confidently say Pyzen has provided top-notch services on time. I wish to associate with them again soon.
FAQ
Edge AI Development questions, answered
Can you take a product from idea to manufactured device?
Yes. We cover concept, hardware design, firmware, cloud, apps and support through prototyping, certification and handover to manufacturing partners.
Can you work with our existing hardware?
Yes. We regularly write firmware, drivers and integrations for boards and modules our clients already use.
Anything else? Ask an engineer →
More services
More from Deeptech & IoT
Most projects combine several services. We help you choose the right mix.
Start a conversation
Let’s talk about Edge AI Development.
Emailsales@pyzenlabs.com
Phone+91 99718 38777
NoidaSector 62, Uttar Pradesh
GurugramUdyog Vihar, Haryana