01/In-house
In-house workforce
A large global team we train and QA directly. Never crowdsourced, so quality and security stay under one roof.
Expert data services for Physical AI.
Accelerate development with expert-led collection, calibration, curation, annotation, and validation, powered by Deepen's in-house global workforce and the same proprietary tools that run our platform.
A managed team that runs the stack for you.
Hand off the work without handing off the quality. Our specialists operate Deepen's stack end to end, so your engineers stay focused on the model, not the data pipeline.
02/Tools
Proprietary tools
The same safety-first platform behind Calibrate, Annotate, and Validate, run by the people who know it best.
03/Focus
Physical AI focus
Deep ADAS and multi-sensor expertise across automotive, robotics, and beyond. Not a generic labeling shop.
04/Platform
End-to-end platform
From raw capture to certified coverage on one connected stack, with no handoffs where quality leaks away.
Five services, one team.
Engage a single service or the full pipeline. Each one is run by Deepen specialists on the tools your output ships on.
01 · Calibrate as a Service
We calibrate your fleet.
Our team brings every camera, LiDAR, radar, and IMU into sub-pixel alignment, with no checkerboard targets and no in-house calibration lab to staff.
Calibrate as a Service→02 · Collect as a Service
We run the data capture.
Managed multi-sensor capture with hardware time-sync, calibration, and provenance built in, so what your fleet records is clean from the first frame.
Collect as a Service→03 · Curate as a Service
We mine and select your data.
Deduplication, scenario selection, and long-tail mining surface the data worth labeling, so you spend your budget on new scenarios instead of repeats.
Curate as a Service→04 · Annotate as a Service
Managed labeling, SLA-backed.
Multi-sensor 3D and 2D labeling, ASAM-standard and human-verified, delivered against agreed accuracy and turnaround SLAs at production scale.
Annotate as a Service→05 · Validate as a Service
We score and certify coverage.
Scenario coverage, scoring, and an auditable record, ready for the standards your customers and regulators now demand.
Validate as a Service→How we engage.
A dedicated team, a shared plan, and reporting you can act on. The same engagement model backs every service above.
01 / Scope
Define the work
We map sensors, formats, accuracy targets, and timelines against your goals.
02 / Dedicated PM
One point of contact
A dedicated program manager owns quality, communication, and delivery.
03 / Pilot
Prove it on your data
A focused pilot validates accuracy and fit before you commit at scale.
04 / Scale
Up or down, fast
Flex capacity in as little as 24 hours, with full QA and reporting throughout.
Trusted with safety-critical data.
Our managed team works to the certifications and quality standards autonomy programs depend on, with results to match.
Compliance built inISO 27001SOC 2TISAXGDPRHIPAAISO 9001
98.6%
First-pass
accuracy
99.5%
Full-QA
accuracy
200+
Programs
in production
300K+
Validation
scenarios
Put our team on your data.
Tell us what you are building. We will scope the right service and put a dedicated team on it.