Use cases

Built for the day a robot misbehaves.

Real scenarios from teams running robots in production — and what changes when data, secure access, CI, and fleet operations share one platform instead of five tools.

01Field debugging

A forklift misbehaves in a warehouse with no reliable internet.

The incident every fleet team knows. Here is the same debugging session, run through both stacks.

Workflow AThe five-tool stack
  1. 01

    Open a VPN into the robot

    Inbound port on the robot, growing attack surface, no audit trail of who did what.

  2. 02

    Copy a multi-gigabyte rosbag onto a laptop

    Over flaky warehouse Wi-Fi — or by walking a USB drive across the site.

  3. 03

    Open it in a separate visualization tool

    Disconnected from the code, the config, and every other bag the fleet has recorded.

  4. 04

    Try to remember what was running

    Which code, which config, which parameters produced this behavior? Tribal memory decides.

  5. 05

    Check the fix with a one-off CI script

    Written once, maintained by nobody, run on whatever machine happens to be free.

  6. 06

    Log the experiment in a spreadsheet

    If anyone remembers to. Next month, nobody can say why the fix worked.

Nothing versioned · nothing reproducible · nothing works offline

Workflow BBringup
  1. 01

    Open a zero-trust sessionConnect

    No VPN, no inbound ports — outbound-only agent, cert-based SSH, recorded end to end.

  2. 02

    The bag is already ingested and indexedData

    Search the fleet’s entire recorded history from your desk and open it in the built-in visualizer.

  3. 03

    See what was runningExperiments

    The bag links to its experiment — code, config, and parameters attached, not remembered.

  4. 04

    Reproduce it with the same pipelineExperiments

    YAML workflows run the same way every time, on managed workers or your own hardware.

  5. 05

    Validate the fix as a tracked runExperiments

    The result lands in the system of record — comparable against every run before it.

  6. 06

    The site never skipped a beatEdge gateway

    The uplink was down the whole time. The edge gateway kept the control plane running locally.

One platform · one data model · recorded, reproducible, offline-first

02By role

One platform, four jobs done.

The same incident looks different from every chair. Bringup is the shared workflow underneath all of them.

UC-01Robotics / ML engineer

“Which bag was it? And can we reproduce the result from three weeks ago?”

Hours lost hunting for the right rosbag across laptops and NAS drives. Results that can’t be reproduced, because nothing links data to the code that produced it.

With Bringup

Fleet-wide indexed search finds the bag in seconds. Experiments pin the exact data, pipeline, and parameters — rerun any result, any time.

DataExperiments
UC-02Fleet operator

“A robot is down in the field, and the first I heard of it was an angry phone call.”

No health signal until something breaks. Reaching the robot means an insecure, unlogged VPN — firefighting with no record of what was done.

With Bringup

Live status and health for every robot in one place. One-click zero-trust sessions, recorded and audited — and the edge gateway keeps the site coordinating when the uplink drops.

FleetConnect
UC-03Compliance / safety lead

“Certification wants end-to-end traceability. What we have is spreadsheets.”

No immutable audit trail and no traceability from data to deployment — blocking certification and stalling regulated sales.

With Bringup

Every remote session recorded, every access decision logged, every experiment tracked as a system of record — evidence you can hand to an auditor.

ConnectExperiments
UC-04Platform / IT

“Security says nothing leaves the site. Every vendor says cloud-only.”

A sprawl of SaaS tools that cannot run on-prem or air-gapped — in exactly the environments that require it.

With Bringup

Self-host on your own cloud or fully air-gapped, with identical APIs everywhere. Source-available, so your security team can audit what runs.

CloudEdge gateway
03Where it fits

Anywhere robots ship to production.

Robotics is commercializing across verticals — and the regulated, connectivity-hostile ones are exactly where cloud-only tooling breaks.

Warehouse automation

AMRs and forklifts behind spotty warehouse Wi-Fi.

Last-mile delivery

Fleets that roam past the edge of connectivity.

Agriculture

Robots working fields with no uplink at all.

Defense

Air-gapped by mandate, auditable by requirement.

Surgical & medical

Traceability that certification bodies demand.

Industrial inspection

Regulated sites, on-prem data, recorded access.

04 / Your fleet

See it on your own robots.

Start free in a personal workspace, or join the early-access list and run a scenario like these with us as a design partner.