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Edge AI and Autonomous Software for Physical Systems
WE MAKE SYSTEMS THINK. DECIDE. ACT.

High-consequence software. Zero-failure engineering. Perception, autonomy, and operator control engineered for NASA missions, Teledyne FLIR, and the world’s largest AMR fleet.

NASA PROVEN
100% US-BASED
15+ YEARS
NASA Teledyne FLIR iRobot Raytheon Technologies Crop One Holdings Medica Ledvance Valinor NuPluse NASA Teledyne FLIR iRobot Raytheon Technologies Crop One Holdings Medica Ledvance Valinor NuPluse
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15+
Years of Zero-Failure EngineeringPerception, autonomy, and operator control software for high-consequence systems.
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NASA
NASA-Grade EngineeringAutonomy, perception, and synthetic data engineered for lunar and Mars missions.
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100%
US-Based Team, ITAR ReadyWorcester, MA. No offshore. No IP exposure.
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Inc. 5000 HonoreeFastest Growing Private Companies in America. Earned by delivery. Not by claims.

We build software for systems that don’t get a second chance.

Most software gets a second chance. A bad deployment rolls back. A slow API gets patched. A failed release gets a hotfix. The software we build doesn’t get a second chance, and neither do the systems running it. Our clients don’t measure failures in downtime metrics. They measure them in missions aborted, fleets grounded, patients at risk.

That constraint shapes how we work. How we review. How we test. How we push back. When a design introduces risk the spec didn’t account for, we say so. Zero-failure engineering isn’t an add-on. It’s the first standard we operate by.

01

High-Consequence Software

Defense & Aerospace. Industry 4.0. Medical Technology. AgTech. Different industries. One standard: zero-failure engineering.

02

NASA-Grade Credibility

Autonomous coordination for a NASA lunar mission. Real-time embedded control for military UGVs. Warehouse robotics at fleet scale. The pedigree travels to every program.

03

Full-Stack, Under One Roof

Strategy. Embedded & real-time. AI, autonomy & robotics. Operator interfaces & mission systems. No handoffs between firms, no integration gaps.

04

100% US-Based. ITAR-Ready.

Our entire team is US-based. No offshore IP exposure. Fully compliant with ITAR and defense program security requirements.

05

Verify Before You Build

We start by verifying you’re solving the right problem. When the cost of a wrong decision is measured in missions, fleets, or patients, the wrong problem solved perfectly is still the wrong outcome.

Our Ground Truth Framework

A principle is only as strong as the methodology that enforces it. The Ground Truth Framework is how we operationalize zero-failure engineering: five named phases that move from problem definition through to deployed software. Surface. Challenge. Map. Engineer. Execute. Every engagement runs this way, regardless of industry or scope.

01
Surface
Define
Identify the real problem beneath the stated requirement
02
Challenge
Pressure-test
Stress-test assumptions before they become architecture
03
Map
Risk surface
Chart every failure mode and constraint boundary
04
Engineer
Optimize
Build with zero-failure tolerance baked into every layer
05
Execute
Deliver
Ship production systems that perform under real conditions

Perception. Autonomy. Control.

We write the software that makes complex systems work. Perception that turns sensor input into something a controller can trust. Autonomy that runs on the device when the cloud isn’t reliable, and operator control for the cases where a human stays in or on the loop. Production code for systems where the constraints are real and the deployment isn’t a sandbox, robots, drones, medical devices, unmanned platforms, and the data pipelines and ML systems that support them.

Think (perception, sensor fusion, edge inference), Decide (on-device autonomy, path planning, behavior systems), and Act (operator control, teleoperation, human-machine teaming). Each capability led by engineers who’ve shipped this work into production, not learned it on yours.

THINK

Perception. Sensor fusion. Edge inference.

Computer vision and CUDA-accelerated inference engineered to run on NVIDIA Jetson, ROS 2, and embedded Linux. The first capability your robot needs is the one that lets it see and understand the world.

explore Think →
DECIDE

On-device autonomy & decision systems.

Path planning, behavior trees, and ROS 2-based autonomy stacks for robots, drones, and connected devices. The decision layer between perception and action, running on the device, not in the cloud.

explore Decide →
ACT

Operator control & human-machine teaming.

Operator control software, teleoperation, drone ground control, and on-device execution. The layer where systems perform in the world, autonomously or under operator direction.

explore Act →
// Strategic Consulting

Strategic Consulting

Sometimes the most important work happens before development begins.

Before budgets are committed and code is written, we help define the right approach. Our Strategic Consulting brings senior engineering judgment to the decisions that shape your system from day one:

  • Architecture review, Will your design hold up under real-world constraints?
  • Hardware selection, The right compute, sensors, and platform for what you’re actually trying to ship
  • Product roadmap, What to build first, what comes next, and how to de-risk the journey
  • Technical due diligence, Clear, objective evaluation for investors, acquirers, and internal teams

The same engineers behind systems for NASA, Teledyne FLIR, and the world’s largest AMR fleets, helping you reduce risk, avoid rework, and move forward with confidence.

Talk to the Team →
Synthetic Images, Document and Identity Data

Symage: Built for NASA’s Mars Rovers. Now Training AI Across Industries.

NASA needed high-fidelity training data to help autonomous rovers navigate Mars. That data couldn’t be collected in the real world. So we built physics-based simulations that generate photorealistic terrain imagery with ground truth built in. That technology became Symage.

Today, Symage generates high-fidelity synthetic image, document, and tabular data with deterministic ground truth built directly into the generation process. Not inferred after the fact. The result: pixel-perfect labels, coherent data relationships, and production-grade training data. Eliminate manual labeling, reduce compliance risk, and cover the edge cases reality rarely provides.

Engineered data. Not AI’s best guess.
Learn about Symage →
Symage
NASA CADRE
NASA

Robotic Swarm Coordination

Distributed decision-making on the lunar surface with no GPS, no comm relay, and no margin for failure.

4
Autonomous Rovers
0
GPS Coverage
1st
Of Its Kind

Mission-Critical Software for Deep Space

Geisel Software contributed autonomous coordination software to one of NASA’s most ambitious robotic programs, engineered to operate without a second chance.

Teledyne FLIR
Teledyne FLIR

Military UGV Autonomy

Defense-grade autonomy stack for unmanned ground vehicles. Reliable operation in degraded environments.

1
Operator
24/7
Mission Ready
0
Failure Tolerance

Defense-Grade Autonomy, Field-Proven

One operator. One interface. A complete autonomy layer engineered for platforms that have to perform when conditions degrade, not when they’re ideal.

Crop One
Crop One Holdings

World’s Largest Vertical Farm

Autonomous process control for ECO 1, a vertical farm operating at industrial scale in Dubai.

300K
Sq Ft Controlled
3
Tons Daily
24/7
Autonomous Control

Autonomous Process Control at Industrial Scale

The crop doesn’t wait. Our software manages environment, irrigation, harvest, and logistics across the largest vertical farm ever built.

SOS Live
SOS Live

First Responder Command Platform

AI-powered situational awareness for first responders. UAVs, sensors, and real-time threat detection.

<60s
Response Window
1
Unified Platform
24/7
Field Operations

Command, Control and Awareness in Real Time

A single interface that fuses drone feeds, sensor data, and AI-driven threat detection so command can see, decide, and act when every second matters.

The first conversation is
an engineering conversation.

We don’t start with scope. We start with the problem: what you’re trying to build, how to de-risk it, and whether there’s a faster, simpler, or more cost-effective path, before a dollar gets committed to a spec. That’s the rigor of a team that’s built and shipped complex systems, repeatedly.

Talk to our team → See how we work first →