Industrial equipment · OEM after-sales

Your service manuals, your fault history, your senior engineers' answers — available to every technician, with the page number.

Field Triage reads your service manuals, bulletins and closed work orders once. Then a technician in the field sends a photo, an alarm code and a few words, and gets back the checks to run in order, each one cited to the manual page, the parts most likely involved, and a work-order summary written for them. Safety procedures are never skipped; anything outside the manual escalates to a person.

  • Answers cite the manual page and the bulletin — technicians can verify, auditors can trace
  • Photos and alarm screenshots are read, not just text
  • Lockout/tagout and other safety steps are enforced, not suggested
Built by Carnegie Intelligent Technology, Hong KongBilled through Google Cloud MarketplaceModel tokens at list price or BYOKEarly access · 2026 Q4
PL-7 · S/N 2023-0481 · Rev C14:32 · tech: R. Osei
IMG_2214.jpgvalve block, green deposit at Y3
HMIE-417 · hydraulic pressure low · 3× in 24 h
  1. 1
    Lockout / tagout; isolate hydraulic pressure
    Manual §2.1 p.14
    ✓
  2. 2
    Read fault code E-417 history on HMI
    Service bulletin SB-2025-09
    ✓
  3. 3
    Inspect proportional valve Y3 connector for corrosion — photo shows green deposit
    Manual §7.4 p.412
  4. 4
    Measure coil resistance Y3 (spec 24 ± 2 Ω)
    Manual §7.4 p.413
  5. 5
    If out of spec: replace valve, part 0811-404-602
    Parts catalogue p.88
Parts likely
0811-404-602Prop. valve Y3
1834-484-066Connector kit
Escalation
No manual coverage for E-417 with pump P2 — flagged to senior engineer K. Lam.
Work-order summary drafted

The work it takes off your desk

Who it is for: Equipment manufacturers and their dealer service networks whose senior engineers answer the same fault questions every day.

Senior engineers are a help desk

The three people who know the machine answer the same twenty questions by phone, and leave the job when they retire.

The manual is 900 pages

The answer is in there, with a revision-specific caveat on page 412. Nobody in the field finds it in time.

Second visits

Wrong part, wrong check order, missed bulletin — the technician comes back next week, and the customer counts the downtime.

From the case library

25 situations documented so far — each with the documents involved, what the agent does and what you get back.

How it works

Deterministic where it should be deterministic; a language model only where documents have to be read and explained. Every output cites its source.

You give it

Service manuals and bulletins (PDF), parts catalogues, closed work orders with resolutions (export), and — per case — the technician's photo, alarm code, machine model/serial and a one-line description.

The agent

Identifies the model and revision, retrieves the relevant manual sections and past cases, reads the photo for visible conditions, and reasons through the diagnostic tree: what to check first, what each outcome means, when to stop and escalate.

You get back

An ordered checklist with manual citations, likely parts with catalogue numbers, safety prerequisites up front, a draft work-order summary, and a flag when the case has no manual coverage so a senior engineer is pulled in.

Why model usage is a line item

Each case reads manual sections, past work orders and one or more photos — typically 50–200k tokens — and a network of 50 technicians runs hundreds of cases a day. Expect 30–200 million tokens a month at scale. Retrieval is indexed once; the model is spent per case on reading and reasoning.

Pricing

One Case = one diagnostic session for one machine, including photos, follow-up questions and the work-order summary. Manual ingestion is free. Model tokens are a separate meter billed at the provider's list price. Bring your own key (BYOK) and the model meter is zero; use our channel and tokens appear on the same Google Cloud invoice.

 

Pay as you go

Pilot on one product line
$1.50
per case
  • No minimum
  • All features
  • Model tokens at list price or BYOK
  • Email support
Request access
 

Network

Multiple product lines, dealer network access
$48,000
per year · 5,000 cases/month included
  • Overage $1.00/case
  • SSO (Google, Microsoft)
  • Dealer workspaces and usage reporting
  • Named support
Request access
 

Enterprise

Global networks, IoT alarm feeds, private connectivity
Custom
annual
  • Private offer on Marketplace
  • API and alarm-feed integration
  • Data residency options
  • Dedicated onboarding
Talk to us
What one Case covers
One diagnostic session (any number of turns within 24 h)1 case
Each photo or alarm screenshot beyond the first three+0.1 case
Bulk re-index after a manual revisionfree
What appears on your Google Cloud invoice
  • cases (per case)
  • model_access_usd (provider list price, cents)
  • Annual plans bill once; included monthly units are netted before any overage is reported. Usage reports go to Google hourly; your invoice shows them as separate line items.

Security and data

One company, one set of policies, across every product we ship.

Your documents stay yours

Tenant-isolated storage on Google Cloud; retention you set; deletion on demand; never used to train models.

One legal framework

Privacy policy, terms, DPA (GDPR / UK GDPR / PDPO) and the sub-processor list are published once at carnegieintel.com and apply to every product.

Transparent metering

Every metered unit is itemised with request ids in your workspace before it reaches your invoice. Model tokens are billed at the provider's list price, never marked up silently.

Questions

Does it control the machine or talk to the PLC?

No. Field Triage is advisory: it reads documents and photos and tells a human what to check. It has no connection to equipment controls.

What about safety procedures?

Safety prerequisites from your manuals (lockout/tagout, pressure release, PPE) are placed first in every checklist and cannot be collapsed. Cases involving hazardous operations not covered by the manual are escalated, not answered.

Our manuals are confidential.

They stay in your tenant on Google Cloud, are used only to answer your technicians, and are never used to train models. See the DPA and sub-processor list.

Which models?

Google Vertex AI models by default via our channel (vision-capable), or bring your own key. Model tokens are a separate meter at list price.

How long does onboarding take?

Upload one product line's manuals and a work-order export; the index is ready the same day. Most pilots run two weeks on one product line before expanding.

How do we buy?

Through Google Cloud Marketplace on your existing Google Cloud invoice, or directly by invoice.

Insights

Field notes written for the people who do this job every day.

Field Triage is in early access.

We are onboarding a small number of design partners with real documents and real deadlines. Tell us what you reconcile, dispute, diagnose or bid on, and we will set up a workspace with your material.