Deploy Tests in Minutes, not Months

The fastest way to create hardware-verified tests and deploy them to your CI/CD and factory floor.

Firmware and Design Files

Lab Instruments

Device Under Test

Design Files

Device Under Test

Lab Instruments

Firmware

Requirements

Safety Limits

Engineer Input

CI/CD Integration

Factory Deployment

AssembleAI

$ assemble run

boot_sequence✓

i2c_bus_scan✓

uart_echo▲

adc_calibration✓

pwr_regression▲

sleep_current●

spi_flash✓

Frontier AI for hardware test creation, execution, and deployment.

Autonomous Multi-Instrument Coordination

AssembleAI autonomously coordinates every instrument in your setup to generate and capture complex, time-synced signals.

Test Machine

AssembleAI — firmware/main.c

main.c

#include "power.h"void test_power() { smu_set(3.3); scope_arm(); la_capture(128); dbg_flash("fw.bin"); run_until(IDLE); float i = smu_read(); assert(i < 300e-6); report("power", i); assert_ok();}

Wiring ● ACTIVE

Agent

Run power testArming instrumentsCapturing in sync…128 events decodedTests ready ✓Report saved to CI

Augment Your Current Development Tools

Integrates seamlessly with the development environment, operating system, and lab equipment your team already uses.

LLM

IDE

Claude

Anthropic

Cursor

AI-First IDE

VS Code

Copilot

Mac

macOS

Windows

Microsoft

Linux

Ubuntu

VS Code with AssembleAI

Power Optimization Project

Specification

When in BLE advertising mode, average power should be < 800 µA.

IDThresholdMeasured

average_power < 800 µA —

Probe Map wired by AssembleAI

Data Graphs plotted

average_power · VDD MEASURED 241 µA avg · < 800 µA

AssembleAI · Agent Reading specification

Run Mode last step How should AssembleAI run on this bench?

Active Testing

Interactive mode

You steer the investigation. AssembleAI asks before it wires or measures, shows plots as they land, and explains what it finds.

Autonomous CI/CD

Headless mode

The bench runs on its own. Every merge request is built, flashed and tested on real hardware.

Step 6 of 6 · pick how AssembleAI should run Pick a run mode to continue →

assemble-labs / contact_sensor main bench-01 online · idle

Pipeline idle listening

#8812!247fix: debounce timer overflow

build41 s

flash9 s

test1 m 52 s

debug2 m 04 s

validate1 m 51 s

report2 s

Test · jobsderived from requirements

button_latency1.4 ms ≤ 2 ms

avg_power_adv312 µA > 275 µA

idle_system_off4.8 s ≤ 5 s

debug · AssembleAI engagedisolating312 µA > 275 µA

Root cause — 1 ms poll keeps the core out of idle (+71 µA)

Patch + re-measure — 10 ms poll + GPIOTE event → 241 µA

patch attached to !247merge blocked

Merge requests 1 tracked · none active

MRTitleResult

!248feat: NFC wake-up sourcequeued

!247fix: debounce timer overflowrunning

!246feat: BLE adv interval 100 msmerged

Nightly full regressionnext in 6 h 12 m

bench/contact_sensor • 1 measurement Building…

AssembleAI Connected

Works with Your Equipment

Directly interfaces with your oscilloscope, logic analyzer, power profiler, and other tools in your development environment.

Saleae

Joulescope

Analog
Discovery

SEGGER

Native Integration

Tektronix

Keysight

Rohde &
Schwarz

Fluke

Don't see your equipment listed? We can integrate with it.

Maximize Test Coverage from Product Specs

Generates measurable test cases directly from your requirements, writes all the necessary test code, and runs the tests autonomously.

Expanded Test Coverage with AssembleAI

OTA update rollback Bootloader CRC check Watchdog recovery

Stack overflow guard IRQ latency ≤ 5 µs DMA buffer overrun

RTOS task deadlock I²C bus recovery UART framing errors

Sleep/wake × 10k SPI burst transfer Power regression

Manual Test Coverage

Boot sequence
Idle current ≤ 40 µA
UART loopback
I²C sensor read

●

Increase Test Coverage

Finds the edge cases, stress conditions, and failure modes that hand-written test plans miss.

●

Test Corner-Case Failure Modes

Turns every requirement into runnable, hardware-ready test code with pass/fail criteria built in.

●

Verify Tests Autonomously

Executes the full suite on your bench unattended, so results arrive in minutes instead of weeks.

Your Hardware Lab’s Memory

Every lab report, test result, and conclusion is committed to Git beside your firmware for maximum traceability.

01 / DOCUMENT

Unified documentation of all tests

Idle-current validationPASS

38.4 µAlimit 40 µA

Test procedureprocedure.md

Raw measurementsidle-current.csv

Report & conclusionlab-report.md

The result, the method, and the why.

02 / COMMIT

All test results committed to Git

lab-firmwaremain

firmware/CODE

power.c

.assemble/EVIDENCE

procedure.md

idle-current.csv

lab-report.md

Git commit c81f3b2Evidence + firmware. One commit.

03 / RESULTS

Assemble AI remembers all tests

Idle-current validationc81f3b2 · firmware v3

PASS

I²C bus recoverya42e9d1 · firmware v2

FAIL

Boot-time verification7fd208a · firmware v2

PASS

Shared with your whole teamClone the repo. Get every investigation.

Purpose-Built Agent for Embedded Systems

A deterministic agent engineered for embedded systems testing, delivering professional-grade autonomous test loops on hardware.

Capability

Generic Coding Agents Reasons about text

AssembleAI Grounded in measurements

Deterministic and Repeatable

Different answer every run

Same test, same verified result, every time

Autonomous Operation

Times out after a few minutes

Long autonomous sessions of tests and debug

Grounded in Evidence

Plausible but untested code

Every conclusion tied to a hardware measurement

Hardware-Aware

Minimal to none

Full-fidelity hardware understanding and fixes

Deployable CI Package

No deployable CI package

Generates full CI package, ready for deployment

Deliverable Solution

An unverified patch

A reproducible fix with a traceable report

Maximum Security and Privacy

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

●

On-prem & air-gapped

Runs entirely on your infrastructure. Private cloud, bare-metal server, or isolated workstation.

●

Zero data egress

Schematics, firmware, test logs, and datasheets never leave your network. Not even anonymized telemetry.

●

Full compliance & audit ready

Built for ITAR, EAR, and SOC 2 environments with audit trails, role-based access, and full data sovereignty.

Data never leaves your servers

Runs on your servers

On-premises · Air-gapped

Your Data

Schematics

Firmware

Datasheets

Specifications

Built by Hardware Experts

We have decades of experience working on the Apple iPhone, Google Pixel, Meta Oculus, and Amazon Kindle.

Nima Banai

Co-Founder & CEO

Craig Schindler

Co-Founder & CTO

Google

Get Started Today

Turn your existing lab into an autonomous HIL testing system with AssembleAI.

How We Work With You

Demo

Pilot

Scale

Demo of AssembleAI with your firmware and hardware

Integrated into your environment and used by the team

Full commercial rollout, deeply integrated across your team

Get Started

Schedule a call to discuss full integration into your workflow

Deploy Tests in Minutes, not Months

The fastest way to create hardware-verified tests and deploy them to your CI/CD and factory floor.

Firmware and Design Files

Lab Instruments

Device Under Test

Design Files

Device Under Test

Lab Instruments

Firmware

Requirements

Safety Limits

Engineer Input

CI/CD Integration

Factory Deployment

AssembleAI

$ assemble run

boot_sequence✓

i2c_bus_scan✓

uart_echo▲

adc_calibration✓

pwr_regression▲

sleep_current●

spi_flash✓

Frontier AI for hardware test creation, execution, and deployment.

Autonomous Multi-Instrument Coordination

AssembleAI autonomously coordinates every instrument in your setup to generate and capture complex, time-synced signals.

Test Machine

AssembleAI — firmware/main.c

main.c

Wiring ● ACTIVE

Agent

Run power testArming instrumentsCapturing in sync…128 events decodedTests ready ✓Report saved to CI

Augment Your Current Development Tools

LLM

IDE

Claude

Anthropic

Cursor

AI-First IDE

VS Code

Copilot

Mac

macOS

Windows

Microsoft

Linux

Ubuntu

VS Code with AssembleAI

Power Optimization Project

Specification

When in BLE advertising mode, average power should be < 800 µA.

IDThresholdMeasured

average_power < 800 µA —

Probe Map wired by AssembleAI

Firmware firmware.c · edited by the agent

AssembleAI · Agent Reading specification

Run Mode last step How should AssembleAI run?

Active Testing

Interactive mode

You steer the investigation. AssembleAI asks before it wires or measures and explains what it finds.

Autonomous CI/CD

Headless mode

The bench runs on its own. Every merge request is built, flashed and tested on real hardware.

Step 5 of 5 · pick a run mode Pick a run mode →

contact_sensor main bench-01 idle

Pipeline idle listening

#8812!247fix: debounce timer overflow

build41 s

flash9 s

test1 m 52 s

debug2 m 04 s

validate1 m 51 s

report2 s

Test · jobsfrom requirements

button_latency1.4 ms ≤ 2 ms

avg_power_adv312 µA > 275 µA

idle_system_off4.8 s ≤ 5 s

AssembleAI engagedisolating312 µA > 275 µA

Root cause — 1 ms poll blocks idle (+71 µA)

Patch — 10 ms poll + GPIOTE → 241 µA

patch attached to !247merge blocked

Merge requests 1 tracked · none active

MRTitleResult

!248feat: NFC wake-up sourcequeued

!247fix: debounce timer overflowrunning

!246feat: BLE adv interval 100 msmerged

AssembleAI · Agent Running headless

bench/contact_sensor • 1 measurement Building…

Connected

Works with Your Equipment

Native Integration

Saleae

Joulescope

Analog
Discovery

SEGGER

Tektronix

Keysight

Rohde &
Schwarz

Fluke

Maximize Test Coverage from Product Specs

Expanded Test Coverage with AssembleAI

OTA update rollback Watchdog recovery Stack overflow guard IRQ latency ≤ 5 µs

Manual Test Coverage4 tests

Boot sequence
Idle current ≤ 40 µA
UART loopback
I²C sensor read

DMA buffer overrun RTOS task deadlock Power regression Sleep/wake × 10k

●

Increase Test Coverage

●

Test Corner-Case Failure Modes

●

Verify Tests Autonomously

Your Hardware Lab’s Memory

01 / DOCUMENT

Unified documentation of all tests

Idle-current validationPASS

38.4 µAlimit 40 µA

Test procedureprocedure.md

Raw measurementsidle-current.csv

Report & conclusionlab-report.md

The result, the method, and the why.

02 / COMMIT

All test results committed to Git

lab-firmwaremain

firmware/CODE

power.c

.assemble/EVIDENCE

procedure.md

idle-current.csv

lab-report.md

Git commit c81f3b2Evidence + firmware. One commit.

03 / RESULTS

Assemble AI remembers all tests

Idle-current validationc81f3b2 · firmware v3

PASS

I²C bus recoverya42e9d1 · firmware v2

FAIL

Boot-time verification7fd208a · firmware v2

PASS

Shared with your whole teamClone the repo. Get every investigation.

Purpose-Built Agent for Embedded Systems

Capability

Generic Coding Agents Reasons about text

AssembleAI Grounded in measurements

Deterministic and Repeatable

Different answer every run

Same test, same verified result, every time

Autonomous Operation

Times out after a few minutes

Long autonomous sessions of tests and debug

Grounded in Evidence

Plausible but untested code

Every conclusion tied to a hardware measurement

Hardware-Aware

Minimal to none

Full-fidelity hardware understanding and fixes

Deployable CI Package

No deployable CI package

Generates full CI package, ready for deployment

Maximum Security and Privacy

Runs on your servers

On-premises · Air-gapped

Your Data

Schematics

Firmware

Datasheets

Data never leaves your servers

●

On-prem & air-gapped

●

Zero data egress

●

Full compliance & audit ready

Built by Hardware Experts

Nima Banai

Co-Founder & CEO

Craig Schindler

Co-Founder & CTO

Google

Get Started Today

How We Work With You

Demo

Pilot

Scale

Get Started

Schedule a call to discuss full integration