Your robot data loop, run by one team

Deepen AI's trained teams collect demonstrations, curate and validate your data, review demos and failures, and judge your robot's decisions. Deepen AI has worked on robotics and automotive sensor data since 2017.

Rate quoted in your plan A plan within 2 working days No sales call

BMWBoschDaimler TruckMercedes-BenzFordAptivHexagon

Every step of the loop

Collect, choose, check, learn from what failed, and collect again. One team can take on any step, or all of them.

What you needWith Deepen
Record the demonstrations and scenarios you're missingData collection Every session logged and checked against your spec.
Choose the data worth training onData curation Gaps, duplicates and edge cases, with a reason for each.
Keep flawed demonstrations out of trainingRobot demonstration review Useful or flawed, with the flaw and the moment noted.
Check datasets and labels before you trainData validation Every problem listed with its evidence.
Find out why your robot failedRobot failure analysis The cause, backed by logs, video and telemetry.
Judge whether your robot made the right callPhysical AI evaluation Right or wrong, with the evidence and the right call.
Annotate and calibrate sensor dataEnterprise programs On Deepen AI's own tools, scoped by the enterprise team.

Why one team for the whole loop

Each step of the loop feeds the next. When one team runs them, nothing gets lost between steps.

TopicA separate vendor for each stepOne Deepen team
RulesWritten again for every vendorOne set of rules, learned once
Hand-offsFiles passed between teamsThe same people from collection to review
FailuresReported in one place, fixed in anotherTurned straight into the next collection spec
Security reviewsOne for every vendorOne: SOC 2 Type II, ISO 27001, ISO 9001 and TISAX

Where the team works

In the viewers and tools your team already uses, or in Deepen AI's own tools for multi-sensor data.

In your tools

Your data viewer, labeling tool, dashboards or teleoperation setup, on accounts you control.

In Deepen AI's tools

Annotate, Calibrate, Curate and Validate, built for camera, LiDAR and multi-sensor data, with results in your format.

Enterprise programs

Your data stays protected. We work under NDA, with the access you set. Deepen AI holds SOC 2 Type II, ISO 27001, ISO 9001 and TISAX.

How data quality is kept

Everyone works from your written rules, known items measure each person's accuracy, and a sample of every batch is re-checked. Every decision carries its evidence, and the weekly report shows the numbers.

Every reviewer's accuracy is measured

Items you've already answered are hidden in the real work, so we know how accurate each person is.

Nobody guesses on unclear cases

The team lead decides, or asks you. Your answer joins the guidelines.

You see the results every week

A weekly report shows work done, QA results and what's improving.

How we start on your work

No sales call. Start with the step that's slowing you down most.

What to bring

  • What your robots do, and the data you already have
  • Your rules for a good demonstration or good data
  • Access to your data, viewers or robots
  • Your timeline
  1. 5 minutesTell us the task

    Which step of the loop you need, how much data, and by when.

  2. Within 2 working daysGet a plan and a price

    The services, people, hours, the rate, start date and the total price, by email.

  3. 2 weeksRun the pilot

    We train the team on your robots and rules, work real data and send two weekly reports. Then you decide.

Pricing

Robotics work is quoted in your plan, because the rate depends on your data, your setup and the expertise needed. Annotation and calibration are scoped by the enterprise team. Your plan shows the rate and the total before you pay anything.

Set before you pay. Your plan shows the rate, team size, hours and total price.

Starts with a two-week pilot on your real data, paid upfront, with two weekly reports.

Then you decide. After the pilot, you choose whether to continue.

Questions

Which robots and data can the team work with?

Manipulation, mobile and humanoid robots, and vehicles, from video, joint states, gripper data, LiDAR, telemetry and simulation runs.

Do you also annotate and calibrate sensor data?

Yes, as enterprise programs on Deepen AI's own tools: image, video and multi-sensor annotation, and calibration with patented targetless methods.

Can one team cover the whole loop?

Yes. The same team can collect, curate, review and validate, so your rules are learned once and failures feed straight into the next collection spec.

Where does data collection happen?

Where your plan says: remotely, by teleoperating your robots, or on site with your equipment. On-site programs are scoped by the enterprise team.

How do failures turn into better data?

Each analysed failure gets a cause and a tag. Recurring causes become collection specs, curation rules or benchmark scenarios, so the next round of data covers them.

How is our data protected?

We work under NDA, with the access you set. Deepen AI holds SOC 2 Type II, ISO 27001, ISO 9001 and TISAX, the assessment automotive companies ask for.

Run your robot data loop with one team

A plan within 2 working days. No sales call.

Get a planPlan within 2 working days