Assemble Labs has raised $1.3M in pre-seed funding led by Menlo Ventures →

Write, Test, and Debug Firmware 10X Faster

AssembleAI transforms all your AI tools into experts on your design. Fully on-prem and air-gapped for maximum security.

1

Point our client to your files

• Schematics
• App Notes
• Datasheets
• User Manuals
2

AssembleAI

• Parses and processes files
• Creates MCP server
3

Your tools know your hardware

• Connect MCP server to your tools
• Done!

Augment Your Current Development Tools

Your full hardware context, directly in your development environment. No context switching. No manual lookups.

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Codeium IDE
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See It In Action

main.c bringup.c sensors.h
Cursor logo Cursor with AssembleAI MCP
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// Hardware bringup sequence for new board revision
// Board: IoT-Sensor-v2.1 | Date: 2025-01-15
#include "stm32f4xx_hal.h"
#include "board_config.h"
#include "sensors.h"
#include "i2c_util.h"
static uint8_t power_state = 0;
static SPI_HandleTypeDef hspi1;
static I2C_HandleTypeDef hi2c1;
void board_bringup_sequence() {
// Step 1: Configure power rails
HAL_GPIO_WritePin(GPIOC, GPIO_PIN_13, GPIO_PIN_SET); // Enable 3.3V
HAL_Delay(100); // Wait for voltage stabilization
HAL_GPIO_WritePin(GPIOA, GPIO_PIN_8, GPIO_PIN_SET); // Enable 5V rail
HAL_Delay(50);
power_state = 1;
// Step 2: Initialize SPI for temperature sensor
hspi1.Instance = SPI1;
hspi1.Init.Mode = SPI_MODE_MASTER;
hspi1.Init.BaudRatePrescaler = SPI_BAUDRATEPRESCALER_32;
if (HAL_SPI_Init(&hspi1) != HAL_OK) {
Error_Handler();
}
// Step 3: Initialize I2C for IMU and other sensors
hi2c1.Instance = I2C1;
hi2c1.Init.ClockSpeed = 400000; // 400kHz fast mode
if (HAL_I2C_Init(&hi2c1) != HAL_OK) {
Error_Handler();
}
// Step 4: Initialize temperature sensor MAX31855
| // Type to ask AssembleAI about your hardware...
}
⚡
AssembleAI Context Connected
Project Context
Board Version: v2.1
MCU: STM32F407VGT6
Components: 247 loaded
Datasheets: 45 indexed
Intelligent Suggestion
I notice you're bringing up the temperature sensor. Based on your schematic:
MAX31855 Connections (U4):
• PA0 → SO (Pin 3) - MISO
• PA1 → CS (Pin 5) - Chip Select
• PA2 → SCK (Pin 4) - Clock
• R12: 10kΩ pull-up on SO

Initialization sequence:
// MAX31855 Initialization
SPI_HandleTypeDef hspi1;
MAX31855_Init(&hspi1, GPIOA, 1);
HAL_GPIO_WritePin(GPIOA, GPIO_PIN_1, SET);
// CS high initially
HAL_Delay(200); // Startup time
bringup.c • Ln 12, Col 8 • UTF-8 • C
AssembleAI MCP Connected
Powered by Model Context Protocol (MCP)

Compatible with any tool that supports MCP server integration.

Maximum Security and Privacy

AssembleAI runs fully on-prem inside your firewall with an air-gapped architecture, so none of your data ever leaves your servers.

We meet the highest-grade security mandate: your data never leaves your development environment.
✓
On-prem & air-gapped
Deploy inside your racks or private cloud VPC. No outbound networking, no shared telemetry, no SaaS callbacks.
✓
Zero data egress
Schematic files, firmware, logs, and manufacturing data stay sealed inside the green perimeter.
✓
Designed for the highest bar
Meets safety-critical and enterprise governance policies where "data never leaves the development environment" is a hard requirement.
✓
Full compliance & audit ready
Designed for full data sovereignty to pass compliance requirements.
Runs on your servers
On-premises · Air-gapped
Your Data
Schematics
Firmware
Component datasheets
User guides
Data never leaves your servers

Bring Your Licensed LLM

All inference stays inside your perimeter. Just point AssembleAI at the LLM your company already approves.

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🦙 Llama
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Built for Embedded Systems Teams

Empowering every engineer to move faster with AI that understands your design.

For Electrical Engineers

For Electrical Engineers

Write your own bringup firmware without waiting for software team availability. Your IDE knows every pin, connection, and constraint.
✓
Instant Bringup Code
Generate initialization sequences for any component on your board, the AI knows your exact connections and voltage rails.
✓
Hardware Validation Tests
Create comprehensive test suites that verify every subsystem, with AI that understands your design constraints and requirements.
✓
Smart Debug Assistant
Troubleshoot signal integrity issues and power sequencing problems with AI that understands your exact schematic and layout.
✓
Catch Issues Early
AI validates your firmware against actual schematics, catching pin mapping errors before hardware is manufactured.
For Firmware Engineers

For Firmware Engineers

Stop drowning in datasheets and schematics. Get instant, accurate answers about your hardware in your favorite editor or IDE.
✓
No More PDF Hell
Never search through 500-page datasheets again - ask questions in plain English and get immediate, accurate answers.
✓
Schematic-Aware Coding
Your AI knows exactly how components are connected - get correct pin mappings, I2C addresses, and SPI configurations instantly.
✓
10x Faster Driver Development
Generate register configurations, timing sequences, and initialization code that's tailored to your exact hardware.
✓
Stay in Your Flow
Access all hardware knowledge directly in VS Code or Cursor - no context switching, no external tools, just answers.

Join teams shipping hardware 10x faster with AI that truly understands their designs.

Get Started Today

Augment your embedded systems team with cutting-edge AI.

✓ Unlimited MCP calls
✓ Unlimited hardware projects
✓ Fully on-prem and air-gapped
✓ Native EDA formats (KiCad, Altium)
✓ Expert Reviewed Datasheet Capture
✓ Advanced netlist extraction & analysis
✓ Git integration for firmware repos
✓ Flagship AI model access
✓ Private cloud or on-premise deployment
✓ SSO & advanced security controls
✓ Dedicated support engineer

Schedule a call to discuss full integration into your workflow

Your Hardware, Fully Understood

Complete hardware context at your fingertips, continuously updated from schematics, firmware, and design requirements.

Schematic Intelligence

Automatically extracts netlists, component connections, and design constraints from your EDA files and PDFs.

Datasheet Mining

Indexes thousands of datasheets, making pin mappings, electrical specs, and timing diagrams instantly searchable.

MCP Protocol

Works with any LLM that supports Model Context Protocol - Cursor, Claude Desktop, and more.

Firmware Aware

Links your hardware design to actual firmware implementation, catching mismatches before they happen.

Secure & Local

Your IP stays yours. Run locally or in your private cloud. End-to-end encryption for team sync.

Instant Setup

Drop in your project files and start querying in minutes. Supports KiCad, Altium, Eagle, and more.

Built by Hardware Experts

Our team has worked on products like the Apple iPhone, Google Pixel, Meta Oculus, and more.

Team

Nima Banai

Co-Founder & CEO

Team

Craig Schindler

Co-Founder & CTO

Google Google
Meta Meta
Apple Apple
Amazon Amazon

Join Our Team!

Come build cutting-edge AI tools that will empower hardware engineers.

Contact Us
Assemble Labs
Assemble Labs Inc. Made in USA 🇺🇸
© Assemble Labs Inc. — All rights reserved.
Assemble Labs has raised $1.3M in pre-seed funding led by Menlo Ventures →
How Security Benefits Team Contact Us
Get Started

Write, Test, and Debug Firmware 10X Faster

AssembleAI transforms all your AI tools into experts on your design. Fully on-prem and air-gapped for maximum security.

1

Point our client to your files

• Schematics
• App Notes
• Datasheets
• User Manuals
2

AssembleAI

• Parses and processes files
• Creates MCP server
3

Your tools know your hardware

• Connect MCP server to your tools
• Done!

Augment Your Current Development Tools

Your full hardware context, directly in your development environment. No context switching. No manual lookups.

Cursor
Cursor
AI-First IDE
Windsurf
Windsurf
Codeium IDE
GitHub Copilot
Claude Code
Anthropic
VS Code
VS Code
Github Copilot
JetBrains
JetBrains
Cline AI

See It In Action

main.c bringup.c
Cursor logo AssembleAI MCP
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// Hardware bringup sequence for new board revision
// Board: IoT-Sensor-v2.1 | Date: 2025-01-15
#include "stm32f4xx_hal.h"
#include "board_config.h"
#include "sensors.h"
#include "i2c_util.h"
static uint8_t power_state = 0;
static SPI_HandleTypeDef hspi1;
static I2C_HandleTypeDef hi2c1;
void board_bringup_sequence() {
// Step 1: Configure power rails
HAL_GPIO_WritePin(GPIOC, GPIO_PIN_13, GPIO_PIN_SET);
HAL_Delay(100);
HAL_GPIO_WritePin(GPIOA, GPIO_PIN_8, GPIO_PIN_SET);
power_state = 1;
// Step 2: Initialize SPI
hspi1.Instance = SPI1;
hspi1.Init.Mode = SPI_MODE_MASTER;
// Step 3: Initialize I2C
hi2c1.Instance = I2C1;
| // Ask AssembleAI...
}
⚡
AssembleAI Context Connected
Project Context
Board Version: v2.1
MCU: STM32F407VGT6
Components: 247 loaded
Datasheets: 45 indexed
Intelligent Suggestion
I notice you're bringing up the temperature sensor. Based on your schematic:
MAX31855 Connections (U4):
• PA0 → SO (Pin 3) - MISO
• PA1 → CS (Pin 5) - Chip Select
• PA2 → SCK (Pin 4) - Clock
• R12: 10kΩ pull-up on SO

Initialization sequence:
// MAX31855 Initialization
SPI_HandleTypeDef hspi1;
MAX31855_Init(&hspi1, GPIOA, 1);
HAL_GPIO_WritePin(GPIOA, GPIO_PIN_1, SET);
// CS high initially
HAL_Delay(200); // Startup time
bringup.c • Ln 12
AssembleAI MCP
Powered by Model Context Protocol

Compatible with any tool that supports MCP server integration.

Maximum Security and Privacy

We meet the highest-grade security mandate: your data never leaves your development environment.
✓
On-prem & air-gapped
✓
Zero data egress
✓
Designed for the highest bar
✓
Full compliance & audit ready
Runs on your servers
On-premises · Air-gapped
Your Data
Schematics
Firmware
Component datasheets
Data never leaves your servers

Bring Your Licensed LLM

All inference stays inside your perimeter. Just point AssembleAI at the LLM your company already approves.

ChatGPT icon ChatGPT
Claude icon Claude
Gemini icon Gemini
GitHub Copilot icon Copilot
Grok icon Grok
🦙 Llama
DeepSeek icon DeepSeek
Kimi icon Kimi

Built for Embedded Systems Teams

Empowering every engineer to move faster with AI that understands your design.

For Electrical Engineers

For Electrical Engineers

✓
Instant Bringup Code
✓
Hardware Validation Tests
✓
Smart Debug Assistant
✓
Catch Issues Early
For Firmware Engineers

For Firmware Engineers

✓
No More PDF Hell
✓
Schematic-Aware Coding
✓
10x Faster Driver Development
✓
Stay in Your Flow

Join teams shipping hardware 10x faster with AI that truly understands their designs.

Get Started Today

Augment your embedded systems team with cutting-edge AI.

✓ Unlimited MCP calls
✓ Unlimited hardware projects
✓ Fully on-prem and air-gapped
✓ Native EDA formats (KiCad, Altium)
✓ Expert Reviewed Datasheet Capture
✓ Advanced netlist extraction & analysis
✓ Git integration for firmware repos
✓ Flagship AI model access
✓ SSO & advanced security controls
✓ Dedicated support engineer

Schedule a call to discuss full integration into your workflow

Your Hardware, Fully Understood

Complete hardware context at your fingertips, continuously updated from schematics, firmware, and design requirements.

Schematic Intelligence

Automatically extracts netlists, component connections, and design constraints from your EDA files and PDFs.

Secure & Local

Your IP stays yours. Run locally or in your private cloud. End-to-end encryption for team sync.

Firmware Aware

Links your hardware design to actual firmware implementation, catching mismatches before they happen.

Built by Hardware Experts

Our team has worked on products like the Apple iPhone, Google Pixel, Meta Oculus, and more.

Team

Nima Banai

Co-Founder & CEO

Team

Craig Schindler

Co-Founder & CTO

Google Google
Meta Meta
Apple Apple
Amazon Amazon

Backed By:

Join Our Team!

Come build cutting-edge AI tools that will empower hardware engineers.

Contact Us
Assemble Labs
Assemble Labs Inc. Made in USA 🇺🇸
© Assemble Labs Inc. — All rights reserved.