---
title: "Orbit Vision AI"
description: "A detection only matters when it reaches the right person with enough context to act. Orbit Vision AI connects the cameras you already have to Bespin's own detection models, agent triage, and the systems where work gets assigned."
canonical: "https://bespinus.github.io/bgus-ai-landingpage/vision-ai/"
pillar: "vision-ai"
updated: "2026-10-01"
---

# Turn visual signals into assigned work.

A detection only matters when it reaches the right person with enough context to act. Orbit Vision AI connects the cameras you already have to Bespin's own detection models, agent triage, and the systems where work gets assigned.

## Most plants have bought vision before.

Often more than once. One product graded one defect on one line, another watched one
dock, and none of them reached the maintenance system. The spend is sunk and the
inspection is still manual.

Orbit Vision AI is built to be the last vision system a plant buys: one platform for every
defect, every dock, and every site, wired into the work from day one.

## What we build

Four patterns cover most of what we are asked for.

- Surface defect detection on continuous process lines
- Process-condition detection on continuous lines
- Forklift and pedestrian proximity safety in active work areas
- Piece and unit counting where throughput reconciliation is manual today

## Orbit Vision AI, from camera to closed work order

Orbit Vision AI is our platform for this work, end to end: Bespin's own detection models,
edge deployment and site rollout, event routing, agent triage, dashboards operators
actually open, and integration into the systems where work gets assigned.

We train and tune the models on your lines, your defect classes, and your safety rules,
and we own every step between the camera and the fix. One team and one platform, with no
handoffs between vendors.

### Cameras already on site

We work the coverage that exists before anyone proposes new hardware. Your hardware.

### Orbit detection models

Bespin's own vision models, trained on your lines and your defect classes. Bespin.

### Edge inference and routing

Running on the floor, where bandwidth and latency rule out a round trip. Bespin.

### Agent triage

Deciding whether a detection is worth a person's attention, and whose. Bespin.

### Assigned work

Into the maintenance system that already runs the process. Your system.

## Start with one line. Scale by site.

One platform across use cases and sites is why a first engagement covers one line or one
site and the next covers many. Operations and safety agree the detection accuracy test
before anything scales, and each new site is commissioned on its own rather than in one
cutover.

Runs on infrastructure at the edge, DataOps, and agent build and operations. Tokenomics
tracks the cost per site, and Managed AI keeps every site running.

## Where this meets the rest

The triage layer is the same engineering as our [generative and agentic AI](https://bespinus.github.io/bgus-ai-landingpage/agentic-ai.md)
work, every site shows up in [AI governance](https://bespinus.github.io/bgus-ai-landingpage/governance.md) as cost, and
[Managed AI](https://bespinus.github.io/bgus-ai-landingpage/managed-ai.md) runs it after launch.

## Frequently asked questions

### What does Bespin build for Orbit Vision AI?

Orbit Vision AI connects computer vision detections to edge deployment, event routing, agent triage, dashboards, and the systems where work gets assigned.

### Does Bespin build the underlying vision model?

Yes. Orbit Vision AI runs Bespin's own detection models, trained and tuned on each customer's lines, defect classes, and safety rules, together with the operational engineering that turns every detection into assigned work.

### How does an Orbit Vision AI engagement usually start?

With one line or one site and a detection accuracy test agreed with operations and safety before anything scales.

## Talk to an AI engineer.

[Talk to an AI engineer](https://bespinglobal.us/contact) at Bespin Global.

_Machine-readable summary for agents: provider = Bespin Global; service = Orbit Vision AI; focus = A detection only matters when it reaches the right person with enough context to act. Orbit Vision AI connects the cameras you already have to Bespin's own detection models, agent triage, and the systems where work gets assigned; delivery model = forward-deployed engineering, build and operate; engagement = scoped against an outcome, no self-serve product; contact = <https://bespinglobal.us/contact>._