Managed labeling, SLA-backed.

A large in-house team of LiDAR and multi-sensor specialists, delivering production-grade labels for safety-critical systems. Trained, managed, and QA'd directly by Deepen, never crowdsourced, and run on the same Annotate platform your output ships on.

3D bounding-box labeling on a fused LiDAR and camera scene in the Annotate workspace
Fused LiDAR + camera · 3D bounding boxes in the Annotate workspace

Managed team, or the tool your team runs.

Annotation is where most data programs slow down or break. Our managed service is built for execution; the Annotate product puts the same tools in your hands.

Service · we run it

Annotate as a Service

One in-house team, owned end to end, scaling with your program. Backed by an SLA on accuracy and turnaround, and run on the same platform your output ships on.

Talk to our annotation team
Product · you run it

Annotate

The multi-sensor labeling platform your team operates directly. AI-assisted, human-verified, and exporting to ASAM OpenLABEL and every format your training loop expects.

See the Annotate product

Built for execution.

In-house

A substantial workforce we hire, train, manage and QA directly. Never crowdsourced.

Ownership

A dedicated project manager owns accuracy, turnaround and communication.

Flexibility

Capacity flexes with your roadmap: surging for a push, easing off between milestones.

Expertise

Fluent in 3D point clouds, sensor fusion, and the conventions safety-critical perception demands.

Execution

Backed by engineering and our own platform, so edge cases and format changes get solved, not stalled.

Trust

Accuracy and turnaround held to an SLA, measured every batch and reported back.

Every annotation type your stack needs.

One team across 2D, 3D, and fused sensors, labeling on the same tools that run the Annotate product.

One team · 2D, 3D and fused sensors
2D · Image & video

Bounding boxes, polygons, semantic and instance segmentation, keypoints, and object tracking with temporal consistency across frames.

3D · LiDAR & radar

3D bounding boxes, point-cloud semantic and instance segmentation, polylines, and multi-frame tracking.

Multi-sensor fusion

Label once across calibrated camera, LiDAR, and radar. Annotations stay aligned in 3D and project cleanly into every sensor view.

Scenario & behavior

Scenario tagging, behavior and intent labeling, and event annotation that give planning and prediction models context.

A dedicated team, reporting you can act on.

The same engagement model backs every Deepen service, framed here for annotation programs.

Four stations · one owner
01 / Scope
Define the work

Sensors, label types, taxonomy, accuracy targets, and turnaround, mapped to your program.

work defined
02 / Dedicated PM
One point of contact

A dedicated program manager owns accuracy, turnaround, and communication throughout.

one owner
03 / Pilot
Prove it on your data

A focused pilot labels a sample set and confirms accuracy and taxonomy fit first.

taxonomy fit
04 / Scale
Up or down, fast

The team flexes to match your roadmap, with full QA and reporting on every batch.

capacity flexed

Every label, checked to 99.5%.

Quality is engineered into the workflow, not inspected in at the end. Layered review takes labels from a strong first pass to full-QA accuracy on the same platform your output ships on.

Sampling

Reviewers sample across every batch with inter-annotator agreement scoring, so issues are caught early, not after delivery.

Review

In-tool comments route corrections straight back to the labeler, closing the loop in the workflow rather than over email.

Automatic

Platform validations flag geometry, taxonomy, and consistency errors, gating each dataset to 99.5% full-QA accuracy before it ships.

In-house team · trained ML experts, never crowdsourced

Labels safety-critical programs build on.

98.6%
First-pass
accuracy
99.5%
Full-QA
accuracy
200+
Programs
in production
In-house
Managed team
never crowdsourced
Compliance built inISO 27001SOC 2TISAXGDPRHIPAAISO 9001

Put our annotation team on your data.

Tell us about your program, label types, and timeline. We'll deliver human-verified labels against an SLA you can plan around.

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