Equipment Steward · AI Diagnostic O&M Agent for Smart Exhibition Hall Equipment
Smart Exhibition Hall Equipment · AI Diagnostic O&M Agent
An AI agent that truly solves equipment problems in smart exhibition halls turning every pitfall encountered on site into a resolution playbook that is readily accessible and usable by everyone, so that whenever any device in the hall breaks down, someone knows how to fix it, fixes it fast, and fixes it right.
Where Does O&M for Smart Exhibition Halls Get Stuck?
A smart exhibition hall can have dozens to hundreds of devices, ranging from VR headsets to sliding rail screens, and from interactive turntables to central control systems. The smarter the devices, the more complex operations and maintenance become and O&M capability is becoming a cost black hole in exhibition hall operations.
Four dead ends of traditional O&M
- Too many devices, too many types every unit has its own temper, faults come in endless varieties, and there is no unified standard
- Experience locked inside individuals only the veteran installation technician knows the "tricks" of each device, and once they leave, the knowledge is cut off
- Response measured in days when equipment fails, you wait for experts to travel across cities to your site, while the exhibition hall sits idle with the exhibit shut down
- Costs keep rising every breakdown requires dispatching personnel, vehicles, and experts, costing over a thousand each time, year after year
How the agent solves it
- Take a photo / describe it, get a solution in seconds business staff who don't understand technology can get actionable handling steps on the spot
- Knowledge assetization every pitfall encountered is captured into the knowledge base, never lost, and the more it is used, the more accurate it becomes
- Three-terminal collaboration WeCom for quick questions on the go, PC for managing records and work orders, mobile for on-site photo capture, all on one foundation
- 24/7 online whenever an issue occurs with exhibition hall equipment, someone is immediately available to handle it
Covers every device in a smart exhibition
From entrance displays to industrial-safety training, one knowledge base covers 7 theme zones and 55 device types.
Preface Hall · Exhibition Area
Fire safety zone
Traffic Safety Zone
Natural Disaster Zone
Emergency First Aid Area
Production safety zone
VR · immersive experience
Technical architecture
Three entry points feed one diagnostic engine, backed by an evolving fault knowledge base not a chatbot, but a closed-loop diagnostic system.
Real diagnostic capability · field cases
Each of the following is a real conversation in WeCom not a demo, but what sales staff got by simply taking a photo.
One computer, four symptoms, one root cause
The user reported "won't power on, slow response, loud noise, helmet display not working" one after another. After identifying the hardware from images, the Device Steward linked these four separate symptoms into a single "overheating" causal chain and pinpointed the root cause in one go.
Helmet Blackout: One Photo, a Solution in Seconds
Even from a blurry photo, it can identify a Pico headset + determine "the screen isn't on," provide a comparison table for three scenarios and 30-second troubleshooting steps, and even link it to computer lag from the previous unit.
Technical depth
Structured retrieval based on "symptom → cause → action" triples; answers come strictly from real fault records, eliminating hallucinations invented out of thin air by large models.
Upload a photo; the local vision model identifies the device model and fault symptoms (black screen, not lighting up, detachment) even blurry photos are recognized.
Every newly solved technical issue automatically flows back into the knowledge base and syncs to the diagnostic engine the more it's used, the more accurate it becomes, and nothing is ever lost.
WeCom (Instant Business Q&A), PC (HQ ledger work orders), and mobile (on-site photos) share one unified knowledge base, so data is not fragmented.
Business value
The agent is not a one-off tool: it turns O&M capability into a reusable asset, cutting operating cost and raising customer satisfaction.
From "waiting a day or two for a technician to visit" to "a solution in seconds from a photo"
Fewer Experts Dispatched, Fewer Site Visits—Handle Common Faults On Site Yourself
Veteran expertise becomes a reusable asset experience is not lost when people leave
One knowledge foundation serves all exhibition halls and customers, with marginal cost approaching zero
Dimension
| Dimension | Traditional O&M | Equipment agent |
|---|---|---|
| Fault response | Waiting 1–2 days for an expert to arrive on site | Photo in, solution in seconds, 7×24 |
| Manpower Threshold | Must have senior technicians; such talent is hard to recruit | Any sales staff member can operate it zero barrier to entry |
| Knowledge accumulation | Experience lives in one person's head it's gone the moment they leave | Every pitfall is captured into the knowledge base and never lost. |
| Recurring faults | The same types of problems are repeatedly encountered, and personnel are repeatedly dispatched. | First-time resolution is immediately stored in the knowledge base; second-time issues get an instant reply |
| Multi-Hall Expansion | Every time an exhibition hall opens, staff must be reassigned. | One foundation replicated, marginal cost approaching zero |
Zero technical barrier · Even non-technical people can manage equipment
Smart exhibition hall equipment is a tangled mess, and traditional O&M has to rely on "people who understand the tech" engineers and veteran technicians. The Equipment Steward translates "understanding the tech" into "just follow the steps": instead of terms like serial protocols, hexMap, or insecureHttpOption, it gives concrete steps such as "which file to check, which setting to change, which key to press."
| Scenario | Traditional (needs expertise) | Equipment agent (no expertise needed) |
|---|---|---|
| Turntable won’t rotate | Familiar with serial port protocols; able to read hexMap mappings | Ask with a photo, and it tells you which log to check and which configuration to change |
| QR code scan gets stuck | Familiar with Unity; able to modify DLLs and repackage | Describe the symptom, and it tells you to verify the on-site IP and which file to modify |
| Computer won't power on | Familiar with power supplies / memory / hard drives / motherboards | Just say “it won’t power on,” and it hands you a step-by-step troubleshooting checklist |
| Unfamiliar with new equipment | Only veteran technicians know each machine's "temperament". | Every pitfall is captured into the knowledge base, so whoever asks gets the answer. |
- No reliance on scarce talent no need to hire senior O&M engineers; existing exhibition hall staff can manage the equipment
- Lossless Staff Turnover knowledge lives in the repository, not in people's heads; replacing staff does not affect O&M capability
- Frontline response in seconds docents resolve common faults on the spot, keeping the exhibition hall from stopping or idling
- Experts focus on hard problems freeing experts from running around fixing common faults so they handle only truly difficult issues
Field proven · agent matrix
All on-site issues multi-screen freezing, missing screens, flickering in standby are fully captured and accumulated
Troubleshooting multi-screen sync and state residue across 4 PCs in a murder-mystery game
Score data chain, central control ADB/APK, infrared TV power on/off
Deployment experience across 8 modules, including IP changes, Unity QR code scanning, and backend processes
Jinggang Beichuang agent matrix Equipment Manager (diagnosis) + Unified Engine (leads) — One answers how to repair equipment; the other answers where the customers are.
Three steps to go live
Take stock of all equipment types, brands, and signal protocols in the exhibition hall and build equipment records an existing ledger of 66 devices can be reused.
Feed structured historical pitfalls, after-sales ledgers, and QC standards into the knowledge base, and you get usable diagnostic capability.
WeCom bot + PC admin console + mobile app are activated in sync, so business staff can take photos and ask for diagnosis on the spot.
Typical venues
Jinggang Beichuang Group · Hardware-software integration · Vertical AI models · Agents · Blockchain attestation
Prices are not displayed on this page; a formal quotation will be provided after an on-site survey.
