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Geberit Quotes

After running pilots with several annotation providers, Label Your Data delivered the strongest results by a clear margin, standing out on turnaround time, annotation quality, and the responsiveness of their feedback loops.

Quotes
Geberit
Maxime Debarbat

Maxime Debarbat

Senior ML Engineer (GenAI)

Trusted by ML Professionals

Ouster
Searidge Technologies
Zendar
Advanced Farm
ABB
Toptal
UiPath
Respeecher
Yale
Thorvald

Data Annotation for Defense Technology

Get training data for military technology across detection, tracking, ISR, and autonomy, backed by experience on AI in defense projects built on NATO standards.

REQUEST PILOT

Trusted by
200+ customers

ABB – ASEA Brown Boveri
Uipath
Yale
Bizerba
George Washington University
Toptal
Miami University
Hypatos
NEX
ABB – ASEA Brown Boveri
Uipath
Yale
Bizerba
George Washington University
Toptal
Miami University
Hypatos
NEX
ABB – ASEA Brown Boveri
Uipath
Yale
Bizerba
George Washington University
Toptal
Miami University
Hypatos
NEX

Solving Defense Tech Data Challenges for

Perception & Autonomy Engineers

Perception & Autonomy Engineers

Long-range, low-resolution targets degrade detection recall

Long-range, low-resolution targets degrade detection recall

Multi-frame UAV tracking breaks under camouflage and clutter

Multi-frame UAV tracking breaks under camouflage and clutter

Jamming and GPS-denied edge cases are scarce in training data

Jamming and GPS-denied edge cases are scarce in training data

ISR & GEOINT ML Teams

ISR & GEOINT ML Teams

SAR imagery needs different labeling logic than EO

SAR imagery needs different labeling logic than EO

Battle damage assessment lacks consistent ground truth

Battle damage assessment lacks consistent ground truth

Multi-sensor (EO/IR + SAR) alignment is rare in training data

Multi-sensor (EO/IR + SAR) alignment is rare in training data

Defense AI Project Leads

Defense AI Project Leads

Sensitive data requirements can limit eligible annotation vendors

Sensitive data requirements can limit eligible annotation vendors

NATO and ITAR-aware workflows limit vendor options

NATO and ITAR-aware workflows limit vendor options

Annotation consistency can decline as projects scale beyond pilot volumes

Annotation consistency can decline as projects scale beyond pilot volumes

Featured Client Story

Case study

Drone Data Annotation for
Aerial Reconnaissance

Learn more

Overview

For a defense tech project, Label Your Data provided training data for an AI algorithm that improves situational awareness in military drones. See how our drone data annotation supported aerial reconnaissance for military use cases.

Results

NATO

offices presented these technologies

2,000+

man-hours dedicated to the project

96%

faster equipment detection

Military Technology Use Cases We Support

Military UAV perception and navigation for defense AI

Build UAV perception models for autonomous flight and battlefield AI.

Multi-frame UAV video tracking
Camouflaged object detection
Low-light & GPS-denied scene labeling
ISR and GEOINT imagery analysis for target detection

Get reconnaissance-ready intelligence from satellite and aerial imagery.

Vehicle, aircraft & installation detection
Battle damage assessment annotation
Time-series change detection
Multi-sensor fusion labeling with SAR, thermal, and LiDAR data

Train sensor-fusion models on aligned EO, IR, SAR, and LiDAR data.

Co-registered EO/IR & SAR annotation
3D LiDAR point cloud segmentation
Cross-modal label alignment
Acoustic target detection and defense signal classification

Detect air targets and threats with annotated acoustic and signal data.

Aircraft & drone acoustic signature labeling
Noise-environment classification
Multi-sensor (audio + EO/IR) annotation
Counter-UAS target detection for autonomous defense systems

Build counter-UAS models that tell drones from decoys and birds.

Drone vs. decoy vs. bird classification
Long-range, low-resolution target labeling
RF-spectrum signal annotation
Military UAV perception and navigation for defense AI

Build UAV perception models for autonomous flight and battlefield AI.

Multi-frame UAV video tracking
Camouflaged object detection
Low-light & GPS-denied scene labeling
ISR and GEOINT imagery analysis for target detection

Get reconnaissance-ready intelligence from satellite and aerial imagery.

Vehicle, aircraft & installation detection
Battle damage assessment annotation
Time-series change detection
Multi-sensor fusion labeling with SAR, thermal, and LiDAR data

Train sensor-fusion models on aligned EO, IR, SAR, and LiDAR data.

Co-registered EO/IR & SAR annotation
3D LiDAR point cloud segmentation
Cross-modal label alignment
Acoustic target detection and defense signal classification

Detect air targets and threats with annotated acoustic and signal data.

Aircraft & drone acoustic signature labeling
Noise-environment classification
Multi-sensor (audio + EO/IR) annotation
Counter-UAS target detection for autonomous defense systems

Build counter-UAS models that tell drones from decoys and birds.

Drone vs. decoy vs. bird classification
Long-range, low-resolution target labeling
RF-spectrum signal annotation

How It Works

Step 1

Discovery
call

Book a call or fill out a contact form to discuss your needs with our team.

Step 2

Pilot
project

Send sample data and receive annotations at no cost to evaluate quality.

Step 3

Custom
proposal

Get a tailored plan with scope, timelines, and transparent pricing.

Step 4

Data
annotation

Scale up with dedicated, vetted teams and multistep QA workflows.

Step 5

Delivery
and iteration

Receive export-ready data and iterate as your model evolves.

Estimate Your Costs line

1 Pick application field
2 Select annotation method
3 Specify how many objects to label
4 Check the approximate total cost
5 Run free pilot
Pick Application Field
Select Labeling Method
Amount
0 1M
Estimated Cost
$ x objects
$
Select Labeling Method
Amount
0 1M
Estimated Cost
$ x entities
$
tab-other

For other use cases

send us your request to receive a custom calculation

RUN FREE PILOT

Send your sample data to get the precise cost FREE

Why AI Teams Choose Label Your Data

Data Annotation for Complex Environments

Data Annotation for Complex Environments

Rely on consistent, high-quality output for complex datasets, detailed taxonomies, and edge cases.

Structured Quality from Pilot to Production

Structured Quality from Pilot to Production

Get quality engineered into every step through onboarding, evolving guidelines, QA, and continuous feedback.

Flexible and Scalable Operations

Flexible and Scalable Operations

Adjust team capacity, project size, and delivery model as you scale, with no setup fees or long-term lock-ins.

An Integrated Delivery Partner

An Integrated Delivery Partner

Align on goals, workflows, and expectations with a team that integrates into your process from day one.

Projects Led by Annotation Experts

Projects Led by Annotation Experts

Work with former annotators who understand annotation complexity, quality standards, and high-volume delivery.

Build Defense AI Systems for
Complex Operational Environments

talk to our experts

Reviews

What Our Clients Say

"Their flexibility and ability to move fast impress us."

Label Your Data has successfully collected data from public sources, annotated missing skeletons, and validated pre-annotations for almost 15,000 images. Although their instructions are sometimes unclear, the team has received praise for their flexibility and speed. They also communicate via email.

"Although the task is unusual and difficult, their annotation quality is incredible."

Label Your Data has delivered high-quality data labels, which have received positive client feedback. Their team produces outputs on time and solves challenges without upselling. They also communicate effectively through virtual meetings.

“I'm impressed with how easy our communication with the team is and how simple and effective the processes are."

Label Your Data's support has been crucial in developing the client's computer vision perception algorithms. They lead a simple and effective collaboration by responding quickly to concerns and questions and delivering everything on time.

"The Label Your Data team was always available for questions."

Label Your Data provided the client with high-quality annotations and added to the number of annotations in the client's portfolio. The team was consistently available for questions or updates that needed to be added to the data set. The client was impressed with the team's communication skills.

"Their flexibility and ability to work with multiple languages are impressive."

Label Your Data continues to work diligently for the client. They consistently provide training data for different document types and languages. Furthermore, they are excellent communicators and collaborators, and their ability to serve high-quality services is outstanding.

"They were always ready to work whenever we had projects."

After engaging with Label Your Data, the client has seen a reduction in error rate and success with model accuracy running on production. The team delivered on time and was communicative in their approach. The client was impressed with the steps Label Your Data took to ensure accurate QA testing.

Request a pilot

Tell us more about your project and data

Email is not valid.

Email is not valid

Company name is not valid

Phone is not valid

Some error text

Thank you for contacting us!

Thank you for contacting us!

We'll get back to you shortly

Geberit Quotes

After running pilots with several annotation providers, Label Your Data delivered the strongest results by a clear margin, standing out on turnaround time, annotation quality, and the responsiveness of their feedback loops.

Quotes
Geberit
Maxime Debarbat

Maxime Debarbat

Senior ML Engineer (GenAI)

Trusted by ML Professionals

Ouster
Searidge Technologies
Zendar
Advanced Farm
ABB
Toptal
UiPath
Respeecher
Yale
Thorvald

FAQs

Do you handle multi-sensor fusion across EO, IR, SAR, and LiDAR?

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Yes. Our experts annotate co-registered EO and IR imagery, SAR data, 3D LiDAR point clouds, and audio signals, with cross-modal label alignment for sensor-fusion perception. You get every sensor type labeled by one team, so the data aligns instead of being stitched together from separate sources.

How do you handle ITAR awareness and sensitive defense tech data?

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ITAR (the U.S. International Traffic in Arms Regulations) restricts how defense-related technical data can be shared, stored, and accessed. We scope every defense engagement against the customer’s compliance regime up front, including ITAR awareness, data residency, workforce scoping, and secure handling.

Does Label Your Data support NATO-standard workflows in military AI?

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Yes. We had a successful project involving NATO-compliant drone data annotation for an artillery reconnaissance system whose underlying technology was recognized at NATO level. We design annotation schemas with interoperability in mind where relevant.

How do you scale annotation for rare and adversarial-condition data?

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Our team at Label Your Data designs class-stratified samples up front, runs calibration sets on edge cases such as camouflage, decoys, jamming, low light, and long range, and escalates ambiguous cases to senior reviewers. We plan for rare cases from the start rather than handling as they come up.

Can you operate under customer-defined security and access controls?

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Yes. We work inside customer-defined tooling, secure environments, and access regimes. The exact workforce, geographic, and tooling scope is set per project to match the customer’s compliance posture.