Lattice Edge AI and FPGA Solutions

Purpose-Built Vision and Audio Intelligence for Far Edge, Near-Sensor Applications

Empowering Developers to Build Smarter, Faster Intelligence at the Far Edge

As the demand for intelligent, low-latency applications grows, developers are increasingly turning to AI solutions optimized for far edge, near-sensor applications. These solutions prioritize responsiveness, power efficiency, and compute constraints, and must be able to keep up with rapid changes in AI algorithms.

Lattice’s portfolio of edge AI FPGA hardware and software solutions simplifies the deployment of purpose-built, pre-trained AI models, making it easier to build and scale real-time edge intelligence for computer vision and audio applications in the automotive, industrial, and consumer markets. Lattice’s signature low power, small size FPGAs offer incredible life-long adaptability and parallel processing power. Having shipped over 50 million edge AI devices worldwide, Lattice provides a trusted path to scalable, low-latency innovation at the edge.

Key Features

Production ready AI-Models
Purpose-Built, Pre-Trained AI Models

Pre-trained models for common vision and audio use cases reduce development time and effort.

Proven Global Adoption
Proven Global Adoption

Over 50 million edge AI devices shipped—trusted by leading developers and OEMs worldwide.

Multi-Platform Support
Multi-Platform Deployment Support

Run AI workloads across FPGAs, x86, and ARM CPUs, offering flexibility for diverse edge hardware.

Low Power, Low Latency
Low Power, Low Latency Performance

Optimized for near-sensor applications where energy efficiency and real-time response are critical.


End to End Development Workflow
End-to-End Development Workflow

Use Lattice sensAI Studio to train, quantize, compile, and deploy AI models seamlessly.

Visualization Tool and SDK
Visualization Tool and SDK

Lattice Edge Vision Engine provides a visualization tool for Lattice's computer vision models and SDK.

Framework Compatibility
Framework Compatibility

Seamlessly integrate your existing workflows using popular machine learning frameworks, including TensorFlow, Keras, and ONNX.

Ready-to-Use Ref designs
Ready-to-Use Reference Designs

Accelerate your development cycle with pre-built and tested reference designs that span diverse use cases.

Jump to

Products

Lattice Nexus™ 2

The Lattice Nexus 2 small FPGA platform provides advanced connectivity, optimized power and performance, and leading security.

Lattice Nexus™

The Lattice Nexus small FPGA platform enables low power, high reliability, and high performance design.

Lattice Avant™

The Lattice Avant mid-range FPGA platform features class leading 25 Gbps SERDES, hardened PCIe® and external memory PHY interfaces.

Lattice Avant™-E

The Lattice Avant-E FPGA features high logic density, abundant DSPs, ample embedded memory, and LPDDR4 support, enabling low-latency, power-efficient AI processing ideal for real-time edge applications like vision, robotics, and industrial automation.

Lattice CertusPro™ NX

The Lattice CertusPro-NX FPGA is optimized for edge AI applications, featuring up to 100k logic cells, ample on-chip memory, up to 156 DSPs, and low power consumption, while supporting LPDDR4, PCIe Gen3, and 10G SERDES, making it ideal for real-time, parallel processing near sensors with minimal latency.

Lattice CrossLink™-NX

The Lattice CrossLink-NX FPGA is built for edge AI applications, offering up to 40k logic cells, high memory-to-logic ratio, and low power consumption, with hardened or software MIPI D-PHY support, PCIe or USB 3.2 interfaces options, making it ideal for embedded vision and AI inferencing.

Lattice iCE40 UltraPlus™

The Lattice iCE40 UltraPlus is perfect for very low power edge AI applications, featuring up to 5280 LUTs, ultra-low static current (75 µA), and soft neural network IPs, enabling always-on intelligence with efficient pattern matching and AI inferencing.

Solution Stacks

Lattice sensAI™

The Lattice sensAI solution stack accelerates the integration of flexible, low power inferencing at the edge. It provides everything needed to evaluate, develop, and deploy FPGA-based machine learning and AI solutions.

Lattice sensAI Studio

The Lattice sensAI Studio is a streamlined, user-friendly development environment for effortlessly deploying machine learning models onto Lattice's low power FPGA platforms. With Lattice sensAI Studio, developers can train, optimize, and deploy AI models using pre-trained assets or their own datasets, specifically targeting Lattice FPGAs.

Lattice sensAI™ Edge Vision Engine

The Lattice sensAI Edge Vision Engine empowers developers with advanced AI and machine learning capabilities, featuring sophisticated computer vision functionalities and a camera viewer for effective visualization. It accelerates development by enabling quick integration of computer vision and audio AI on Lattice hardware and general-purpose processors.

Services

Lattice Design Group

The Lattice Design Group brings our team’s unmatched experience on Lattice products, software, and solutions to solve your application challenge.

Videos

Lattice and NVIDIA Edge AI Solution
Expand Video

Lattice and NVIDIA Edge AI Solution

Lattice Semiconductor and NVIDIA have developed an edge AI solution that simplifies and accelerates the deployment of intelligent edge systems by enabling rapid design of connectivity bridging applications from sensor to compute. The Sensor Bridge Reference design, implemented on the CertusPro-NX Sensor to Ethernet Bridge Board, seamlessly integrates with Nvidia Holoscan Sensor Bridge, offering programmable system control, configurable FPGA IP, and a full stack solution for data acquisition and processing, along with a standard API supporting various interfaces and protocols.

LDC24 Keynote - "Harnessing the FPGA Advantage in the Intelligent Edge"
Expand Video

Lattice: Harnessing the FPGA Advantage in the Intelligent Edge

In this talk, we explore the transformative power of FPGAs in edge computing. We discuss how FPGAs enable real-time data processing, enhance IoT devices, and revolutionize industries like autonomous vehicles and smart manufacturing and dive into innovative use cases that leverage the low power, low latency, and flexibility of FPGAs, unlocking new possibilities for an intelligent edge.

sensAI Studio
Expand Video

Lattice sensAI™ Studio

In this demo, users can explore the latest tools from Lattice, with the ability to run examples for FPGA simulation, neural network training, and device-specific compilation.

Sensor Fusion - Radar, LiDAR, Camera + Robot Arm control
Expand Video

Sensor Fusion - Radar, Lidar, Camera + Robot Arm Control

This demo processes radar, lidar, and camera sensors simultaneously, showcasing the fused data processing among the sensors in real time. It demonstrates the flexibility of I/O and the computing power to handle multiple sensors and machine learning (ML). Sensor data (camera, radar, pressure) is pre-processed by the FPGA and sent to the CPU (Raspberry Pi) over PCIe. The CPU controls the robot arm and sends position info back to the FPGA, which generates commands for the arm.

Documentation

Information Resources
TITLE NUMBER VERSION DATE FORMAT SIZE
Select All
Lattice sensAI Stack Product Brochure
I0265 8.0 4/4/2025 PDF 914.3 KB
TITLE NUMBER VERSION DATE FORMAT SIZE
Select All
Accelerating Implementation of Low Power Artificial Intelligence at the Edge
WP-0014 1.1 11/28/2018 PDF 1.2 MB
Human-machine Interface Applications Enabled by Lattice sensAI Edge Vision Engine
WP-SB0004 1.0 5/20/2025 PDF 3.7 MB
Sensor Hub For Near-Sensor Low-Latency Data Fusion In AI Systems
WP0044 2.0 5/22/2025 PDF 5.1 MB
Random Bin Picking Based On Structured-Light 3D Scanning
WP0043 2.0 5/22/2025 PDF 3.7 MB
Lattice Crosslink-NX: Embedded Vision Processing at the Edge
1.0 1/18/2020 PDF 523.2 KB

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Demonstration


Jumpstart Your Edge AI Innovation with Lattice sensAI

Get Hands-On with Purpose-Built, Pre-Trained Models, Tools, and Reference Designs

Discover how easy it is to bring AI capabilities to your edge applications. Lattice sensAI offers a complete solution stack—including low power FPGAs, flexible software tools, and pre-optimized models—designed to accelerate development and deployment. Start testing today and unlock new possibilities for smarter, faster, and more efficient systems.


Human-Machine Interface Demonstration Setup


Kits & Board

CrossLink-NX-33 Voice and Vision Machine Learning Board
Ordering Part Number: LIFCL-33-VVML-EVN


Serial Adaptor

DSD TECH SH-U09C USB to TTL Serial Adapter with FTDI FT232RL Chip


Pin Header

PIN HEADER 2X6 5PACK





If your application requires a different AI model than those featured in our demos, we invite you to explore the Lattice sensAI Studio Model Zoo. It offers a wide selection of ready-to-use, optimized models to accelerate your development and expand the possibilities for your design.

To further support your design journey, you can also learn more about Lattice sensAI through our Lattice Insights training website, featuring technical resources, tutorials, and hands-on courses.