AI That Runs Your Hardware Lab
AssembleAI designs spec-driven experiments, autonomously runs them on your embedded systems, and delivers verified fixes by controlling your lab instruments.
Firmware and Design Files
Lab Instruments
Device Under Test
AssembleAI autonomously conducts the scientific method on real hardware.
●
Spec-Driven Experimentation
Define what your hardware should do. The AI designs and runs experiments to test it.
●
Real Instrument Control
Directly configures your oscilloscope, power profiler, and logic analyzer. No scripts, no manual setup.
●
Root Cause to Verified Fix
Measures, diagnoses, modifies firmware, and re-measures in a closed loop until the spec passes.
Unit Tests Directly From Engineering Specs
Extracts measurable test cases directly from your engineering requirements, autonomously, with full fidelity.
Spec → Test Generator
Generating
Engineering Requirements
REQ‑01
Active power ≤ 12 mW
REQ‑02
UART response ≤ 5 ms
REQ‑03
TX power ≥ +8 dBm @ 2.4 GHz
REQ‑04
Display brightness ≥ 450 nits
REQ‑05
Speaker SPL ≥ 85 dB @ 30 cm
REQ‑06
USB-C charge current 1.0 A
REQ‑07
Standby battery life ≥ 30 days
REQ‑08
Cold boot ≤ 800 ms
Test Specs
TC‑01
Active Power Test
PASS
TC‑02
UART Latency Test
PASS
TC‑03
TX Output Power Test
PASS
TC‑04
Display Luminance Test
PASS
TC‑05
Acoustic SPL Test
PASS
TC‑06
USB-C Charge Test
PASS
TC‑07
Standby Battery Test
PASS
TC‑08
Cold Boot Time Test
PASS
Compiling test cases from requirements…
0 / 8
TESTS GENERATED
0%
SPEC COVERAGE
0
CONFLICTS
Autonomously creates test cases given an ERS / ERD.
●
Extracts Engineering Requirements at Full Fidelity
Parses your ERS / ERD and captures every measurable spec without losing precision.
●
Automatically Generates Runnable Test Cases
Translates each requirement into a hardware-ready test with pass/fail criteria built in.
●
Fully Editable and Fully Traceable Test Specs
Engineers can edit any test before it runs, and every result traces back to its requirement.
Tests run autonomously to fix regressions and issues
Autonomous Tests Run on Your Hardware
Continuously tests every firmware build, identifies every regression or hardware bug, and validates fixes in seconds.
Catch Every Power Regression
Autonomously validate power draw on every build.
●
Continuous Power Profiling on Real Hardware
An SMU measures current and voltage on every build so regressions surface before they ship.
●
Traces Every Spike Back to Its Root Cause
Cross-references power traces with code diffs and peripheral configs to pinpoint the offending driver.
●
Patches, Reflashes, and Re-Measures
Applies the fix, programs the board, and confirms the build meets your power budget.
Correct Every Timing Issue
Device Under Test
Oscilloscope CH1
Capturing
Pulse Width
Period
Rise Time
Autonomously validate signal timing on every build.
●
Live Waveform Capture from Your Board
Acquires real signals via an oscilloscope to validate rise times, pulse widths, and clock edges after every build.
●
Nanosecond-Precision Timing Checks
Compares every measurement against datasheet specs and flags setup/hold or frequency violations instantly.
●
Fixes Timer Configs and Re-Verifies on Hardware
Adjusts prescalers, clock dividers, or GPIO settings, then rebuilds, reflashes, and re-captures to confirm the fix.
Debug Every Protocol Problem
Autonomously debug communication protocols.
●
Real-Time Protocol Decode on Live Buses
A logic analyzer captures and decodes I²C, SPI, UART, and CAN traffic straight from your running hardware.
●
Catches Every Bus Error Automatically
Detects ACK/NACK failures, clock-stretching violations, bus contention, and malformed frames automatically.
●
Corrects Configs, Reflashes, and Recaptures
Fixes baud rates, address assignments, or bus settings, then programs the board and verifies clean transactions.
Device Under Test
Logic Analyzer
Your Hardware Lab’s Memory
Every lab report, test result, and conclusion is committed to Git beside your firmware for maximum traceability.
lab-firmware.git · investigation replay · nRF52840-DK
standby
Investigation runs · evidence is written
Results committed to git, beside the firmware
Six months later: a teammate clones the repo
Everyone works from the same lab memory
Tests running today
Git repository
Results referenced 6 months later
Kara H. · first investigation
idle
$ assemble investigate "idle 2.1 mA, spec ≤ 40 µA"
00:41 reading nRF52840 PS v1.7 · §5.3 current
04:30 procedure → idle-current.md · PPK2 ×3
07:04 2.1 mA → 38.4 µA · raw → ppk2-raw.csv
09:25 conclusion written · board profiled
idle-current.md
test procedure
ppk2-raw.csv
test results · raw
lab-report-014.md
lab report
nrf52840-dk.yaml
board profile
elapsed
00:00
from zero · full datasheet research
lab-firmware.git
firmware/variants/v3.c
code
.assemble/ · lab memory
procedures/idle-current.md
results/ppk2-raw.csv
reports/lab-014.md
boards/nrf52840-dk.yaml
$ git log --oneline
a3f29c1INV-0142: idle current · report
c81f3b2INV-0141: rtc drift · procedure
5d17a0eINV-0140: ble drops · raw + plan
9b2e44dINV-0139: uart brownout · report
Context compounds instead of evaporating.
Marco R. · day one
$
00:04 receiving objects: 100% (214/214), done
00:08 .assemble/ restored · 4 artifacts
00:09 4 investigations in git log
00:12 cache hit → datasheet research skipped
00:45 PPK2 armed · first measurement running
07:58 jt@bench-02 cloned · 3 engineers in sync
idle-current.md
test procedure
ppk2-raw.csv
test results · raw
lab-report-014.md
lab report
nrf52840-dk.yaml
board profile
cache hit: datasheet research skipped · measuring sooner
elapsed
00:00
from clone · context preloaded
artifacts committed
0
boards profiled
0
engineers in sync
1
setup time
--
Fully Traceable
Every test result, report, and conclusion is captured in Git beside the exact firmware build it validates.
Transparent and Reproducible
See exactly what was measured, how, and why. Any test can be reproduced on demand, on the same hardware.
Captured Knowledge
New hires clone the repo and train on every investigation your team has run, productive from day one.
Root Cause and Corrective Action Engine
Debugs and root causes your system and subsystems, then verifies a firmware fix or identifies a hardware change.
Autonomous RCCA with hardware in the loop.
●
Generates Test Cases from Requirements
Ingests requirements docs and auto-generates verifiable test cases.
●
Verifies Firmware Fixes on Real Hardware
Generates firmware fixes and verifies them with live hardware measurements.
●
Proposes Schematic and Hardware Fixes
For hardware root causes, recommends schematic edits or part changes.
Augment Your Current Development Tools
Integrates seamlessly with the development environment, operating system, and lab equipment your team already uses.
LLM
IDE
OS
Claude
Anthropic
Cursor
AI-First IDE
VS Code
Copilot
Mac
macOS
Windows
Microsoft
test_plan.c
unit_tests.c
test_config.h
VS Code with AssembleAI
1
2
3
4
5
// Automated test plan for PCB validation
// Board: IoT-Sensor-v2.1 | Test Suite: Production
#include "test_framework.h"
#include "board_tests.h"
#include "test_logger.h"
Terminal
bash — make flash
AssembleAI · Agent
Writing tests
Agent
Drafting production test suite for
IoT-Sensor-v2.1
Works with Your Equipment
Directly interfaces with your oscilloscope, logic analyzer, power profiler, and other tools in your development environment.
Saleae
Tektronix
Keysight
Rohde &Schwarz
Fluke
Yokogawa
NationalInstruments
Joulescope
Don't see your equipment listed? We can integrate with it.
Purpose-Built Agent for Embedded Systems
Deterministic agent built from the ground up for embedded systems testing. A professional-grade tool for autonomous, reliable test loops on hardware.
Capability
Generic Coding Agents
Reasons about text
AssembleAI
Grounded in measurements
Grounding in Evidence
Plausible but untested code
Every conclusion tied to a hardware measurement
Hardware Awareness
Minimal to none
Full-fidelity hardware understanding and fixes
Verification and Proof
Assumes the fix worked
Runs a falsification experiment first
Citation of Sources
Not tied to a source
Every datasheet value cited to section, page, table
Workflow Approval
Jumps straight to a fix
Reads docs and firmware, then proposes a contract
Deliverable
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.
Your data never leaves your development environment.
●
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
Component datasheets
User guides
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
Meta
Apple
Amazon
Backed By
Part Of
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
Schedule a call to discuss full integration into your workflow
AI That Runs Your Hardware Lab
AssembleAI designs spec-driven experiments, autonomously runs them on your embedded systems, and delivers verified fixes by controlling your lab instruments.
Firmware and Design Files
Lab Instruments
Device Under Test
AssembleAI autonomously conducts the scientific method on real hardware.
●
Spec-Driven Experimentation
●
Real Instrument Control
●
Root Cause to Verified Fix
Unit Tests Directly From Engineering Specs
Spec → Test Generator
Generating
Engineering Requirements
R1
Power ≤ 12 mW
R2
UART ≤ 5 ms
R3
TX ≥ +8 dBm
R4
Lum ≥ 450 nits
R5
SPL ≥ 85 dB
R6
USB-C 1.0 A
R7
Standby ≥ 30 d
R8
Boot ≤ 800 ms
Test Specs
TC1
Active Power
TC2
UART Latency
TC3
TX Power
TC4
Display Lum.
TC5
Acoustic SPL
TC6
USB-C Charge
TC7
Standby Batt.
TC8
Cold Boot
Compiling test cases…
0 / 8
GENERATED
0%
COVERAGE
0
CONFLICTS
Autonomously creates test cases given an ERS / ERD.
●
Extracts Engineering Requirements at Full Fidelity
●
Automatically Generates Runnable Test Cases
●
Fully Editable and Fully Traceable Test Specs
Tests run autonomously to fix issues
Autonomous Tests Run on Your Hardware
Catch Every Power Regression
Autonomously validate power draw on every build.
●
Continuous Power Profiling on Real Hardware
●
Traces Every Spike Back to Its Root Cause
●
Patches, Reflashes, and Re-Measures
Correct Every Timing Issue
Device Under Test
Oscilloscope
Capturing
●
Capturing Waveform
---
MEASURED
---
SPEC
Capturing
STATUS
AssembleAI
Orchestrating
Autonomously validate signal timing on every build.
●
Live Waveform Capture from Your Board
●
Nanosecond-Precision Timing Checks
●
Fixes Timer Configs and Re-Verifies on Hardware
Debug Every Protocol Problem
Device Under Test
Logic Analyzer
Capture
AssembleAI
Orchestrating
Autonomously debug communication protocols.
●
Real-Time Protocol Decode on Live Buses
●
Catches Every Bus Error Automatically
●
Corrects Configs, Reflashes, and Recaptures
Your Hardware Lab’s Memory
lab-firmware.git · replay
standby
Investigation runs · evidence is written
Results committed to git, beside the firmware
Six months later: a teammate clones the repo
Everyone works from the same lab memory
Tests running today
Kara H. · first investigation
idle
$ assemble investigate "idle 2.1 mA"
07:04 2.1 mA → 38.4 µA · ppk2-raw.csv
09:25 conclusion → lab-report-014.md
ppk2-raw.csv
raw results
lab-report-014.md
lab report
Git repository
lab-firmware.git · main
$ git log --oneline
a3f29c1INV-0142: idle current · report
c81f3b2INV-0141: rtc drift · procedure
5d17a0eINV-0140: ble drops · raw
9b2e44dINV-0139: uart brownout · fix
$
Results referenced 6 months later
Marco R. · day one
00:04 receiving objects: 100% (214/214)
00:08 .assemble/ restored · 2 artifacts
00:45 PPK2 armed · measuring
ppk2-raw.csv
raw results
lab-report-014.md
lab report
cache hit: prior research preloaded
today
00:00
from zero · full datasheet research
6 months later
00:00
from clone · context preloaded
Context compounds instead of evaporating.
artifacts committed
0
investigations in git
3
engineers in sync
1
setup time
--
Root Cause and Corrective Action Engine
Autonomous RCCA with hardware in the loop.
●
Generates Test Cases from Requirements
●
Verifies Firmware Fixes on Real Hardware
●
Proposes Schematic and Hardware Fixes
Augment Your Current Development Tools
LLM:
Claude
Anthropic
Cursor
AI-First IDE
VS Code
Copilot
IDE:
OS:
Mac
macOS
Windows
Microsoft
VS Code with AssembleAI
1
2
3
// Production test suite
// Board: IoT-Sensor-v2.1
#include "test_framework.h"
Terminalmake flash
AssembleAI · Agent
Writing tests
Agent
Drafting production test suite for
IoT-Sensor-v2.1
Works with Your Equipment
Schwarz
Instruments
Don't see your equipment listed? We can integrate with it.
Purpose-Built Agent for Embedded Systems
Capability
Generic Coding Agents
Reasons about text
AssembleAI
Grounded in measurements
Grounding in Evidence
Plausible but untested code
Every conclusion tied to a hardware measurement
Hardware Awareness
Minimal to none
Full-fidelity hardware understanding and fixes
Verification and Proof
Assumes the fix worked
Runs a falsification experiment first
Citation of Sources
Not tied to a source
Every datasheet value cited to section, page, table
Maximum Security and Privacy
Runs on your servers
On-premises · Air-gapped
Your Data
Schematics
Firmware
Component datasheets
Your data never leaves your development environment.
●
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
Meta
Apple
Amazon
Backed By
Part Of
Get Started Today
How We Work With You
Demo
Pilot
Scale
Schedule a call to discuss full integration