CRUSBRO · SHANGHAI · INDUSTRIAL AI

openOPC agents & auditable drawing / vision models

Move risk from prose to interfaces. Move delivery from features to acceptance tests.

Controlled outbound: freeze → preview → send only after approval.
Traceable outputs: fields and decisions are replayable, with pointers to source attachments and drawing primitives.

Governance

Delivery and governance

The pre-sales materials only state the capabilities that have been written into the release notes and operation and maintenance manuals; they do not separately commit to interfaces that do not appear in the change orders.

Versions and changes

Model weights, prompt word templates, tool gating, and external API contracts are included in the same change process and can be rolled back.

Version pinning and grayscale publishing
Binding change orders to regression use cases

Audit and playback

Sessions, tool calls, and outbound queues are associated by business order number; recipients and attachment summaries are frozen before approval.

Link can be replayed (replay)
Freeze snapshots can be reviewed

Deployment boundaries

Data residence is configured in the computer room and edge environments; outbound policies can be called by closing the public network large model by tenant.

Offline update package and bastion machine
Zero outbound shipping (local model)

Infrastructure and ecology (indicative only, no endorsement)

Industrial × AI

The combination of industry and AI is not about "smartness" but controllability

The industrial site is not an open world: system boundaries are clear, responsibility chains are clear, and error costs are calculable. We put AI where it belongs—as controlled execution units and structured extractors.

Control plane

Write "what can be done" as a switch and "when can it be done" as a gate.

The Tool gate control table is on by default and can be turned off one by one in the background.
Freeze → Preview → Send only after approval
Single-step replay and manual takeover

Data plane

Align model output to system fields and enable source location.

Field → Element/Page Number/Attachment Index Link
Project dimension file merging and status view
Low confidence fields go into manual queue

Integration

Treat "access cost" as the first constraint, rather than a patch after going online.

OPC UA subscriptions and controlled writes
IMAP/SMTP monitoring, classification and distribution
Contractual interface with MES/ERP/booking gate API

Audit

Sessions, tool calls, and outgoing queues are associated according to business order numbers; frozen snapshots can be reviewed each time they are sent.

Latency

Visual acceptance by workstation: delay, missed detection and replacement cost; decoupling edge reasoning and central training.

Boundary

The computer room/edge environment is divided into different environments; the outbound policy can disable the public network large model and only retain the local backend.

Chart

The risk falls from "semantics" to "interfaces"

The failure of industrial AI is usually not because the model is not smart enough, but because the boundaries are uncontrollable: outsourcing, writing, and version drift. We use "gate + freeze + replay" to convert risks into acceptable items.

Failure modes

Turn problems into monitorable interface events

Chart

Delivery is not a feature list, it is an acceptance matrix

The same set of "controllable" methods falls on three product lines: agents (actions and audits), drawings (fields and lineage), and vision (delay and type change).

Acceptance matrix

Each line has a signable indicator caliber

Product lines

product line

Independent acceptance; if jointly deployed, the interface and observation plane go through the same gateway to avoid multiple sets of consoles.

OPC · Agents

one person company agent

SCENE · Freight Forwarding · Mail Document Chain · UA/Equipment

enterUA subscription, mailbox monitoring, business API callback.

deal withTool routing, RAG, manual gate; freight forwarding chain can be assigned according to box type.

outputControlled writing, pending queue, project file warehouse index.

Failure and acceptance criteria

failTool hallucination, accidental triggering, and confusion of session status → playback positioning.

acceptanceThe frozen snapshots are consistent, not rewritten after approval, and audited at the single number level.

Full technical description

Drawing · MLLM

Drawing analysis

SCENE · Machining/Technology · Drawings and BOM

enterSTEP / PRTand other 3D CAD formats.

deal withLayout tree, symbols and table fields, low confidence into manual queue.

outputStructured field + element box + page number, docking with MES/PLM.

Failure and acceptance criteria

failScan distortion, cross-page reference breaks, and symbol library inconsistencies.

acceptanceYou can click on the original image element for random inspection fields; you can align the field diff for change orders.

Full technical description

Vision · Edge

Industrial Vision

SCENE · AOI · Workstation re-inspection · End-side collaboration

enterStation image streams, trigger signals, SKU metadata.

deal withEnd-side inference; center-side training and version release.

outputJudgment, thermal/frame, traceable sample fingerprint.

Failure and acceptance criteria

failLighting drift, model change is not synchronized, and categories are unbalanced.

acceptanceSign the time delay, missed inspection, and model change window according to the work station; do not write "one number for the whole factory".

Full technical description

unified reference architecture

Field notes

Field recording (desensitization)

The following is a common description in the delivery review and is not for publicity; the specific figures are subject to the contract and acceptance report.

Machining · DrawingsRepeated entry in process preparation is reduced; disputed fields can point to original drawing lines and annotations, shortening meeting time.

Freight Forwarding · MailThe preparation of documents for the night shift is centralized for review by the day shift; the complete tool chain can be pulled for abnormal conversations to facilitate explanations to customers.

Assembly · VisionThe inference switch was completed on the night of the changeover; missed detections were listed separately as the production line KPI and were not confused with the "model accuracy".

Case page (structured entry)

Demo

Demo appointment

We will follow up shortly after you submit. You can also email us at khantto.wang@crusbro.com.

Deploy

Morphological comparison

The same set of capabilities can be split into different deployment forms based on network boundaries and compliance requirements; the following table shows common comparison dimensions in contracts and acceptance.

form	constraint
Private cloud	Tenant isolation, export whitelist
engine room	Data does not leave the campus, offline update package
edge	In the same segment as the camera/PLC, the time delay is written into the SLO
mix	Training at the center, inference at the edge; synchronization strategy is auditable

Deliverables

Image, model version, configuration list, rollback manual

acceptance

Freeze snapshots, differences before and after approval, session replay index

cycle

Pilot starts from 6–8 weeks (depending on data governance and system access)

White paper registration