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Sector reference desk

Private AI patterns shaped by the work and its obligations.

The chassis may be shared across sectors. The data classes, permissions, professional review and acceptable failure are not. Start with those differences, not an industry label.

Choose a workload first Review shared responsibility

Shared boundary

Local hosting changes the data route. It does not confer compliance.

A customer-controlled server can reduce compulsory external processing and give the organisation more control over access, logs and model version. It does not select a lawful basis, preserve privilege, approve an engineering change or verify a financial conclusion.

Every sector design therefore needs a named data owner, an operating owner and a human checkpoint with authority to stop or correct the workflow.

Reference patterns

Find the obligations closest to your work

These pages are starting patterns, not case studies or certification statements. They become useful only after a real workflow and owner are named.

01 / private AI for law firms

Private legal AI that can show where an answer came from.

Private AI server guidance for law firms: confidential documents, source citations, permissions, human review and UK GDPR responsibilities.

Candidate work
Matter-approved search, chronology support, classification, summaries and drafting assistance
Material in scope
Privileged, personal and commercially sensitive documents with matter-level restrictions
Human checkpoint
A qualified reviewer checks source support, privilege, instructions and professional judgement
Review the sector pattern

02 / private AI for accountants

Private AI for evidence-heavy finance and accountancy work.

Controlled private AI for accountancy and finance document workflows, with source evidence, permissions and no financial-advice automation claims.

Candidate work
Extraction, evidence indexing, reconciliation support, policy search and internal drafting
Material in scope
Financial records, customer data, working papers and tax or audit evidence
Human checkpoint
An accountable professional approves every material tax, audit, lending or investment output
Review the sector pattern

03 / private AI for engineering

Private AI for the documents, code and workflows that make the product.

Private AI servers for engineering IP, technical manuals, coding, vision and batch workloads - with controlled source access and facility planning.

Candidate work
Drawing and specification search, code assistance, maintenance knowledge and technical document review
Material in scope
Product IP, CAD data, source code, supplier information and controlled technical records
Human checkpoint
Engineering change, safety and release controls remain outside the model’s authority
Review the sector pattern

04 / AI render server

Creative compute that stays useful when the prompt window closes.

GPU servers for creative studios: image, video, rendering and batch AI workflows with queue design, storage and power planning.

Candidate work
Rendering, image batches, transcription, asset search and controlled production assistance
Material in scope
Unreleased assets, client work, licensed media and production metadata
Human checkpoint
A production owner checks creative approval, licence rights, delivery quality and deadline risk
Review the sector pattern

Sector fit check

Three owners should be named before a pilot

  1. Data owner

    Decides what may enter the system, the lawful purpose, retention and who may retrieve it.

  2. Professional or process owner

    Defines the acceptance set, human review and the decisions the model must never make alone.

  3. Technical service owner

    Owns access, updates, backup, logs, incidents, facilities and the fallback route.

Follow the work from source material to reviewed output.

Hardware close-ups and original technical plates explain the physical platform, application path and operating controls without pretending to show a customer deployment.

Diagram showing jobs entering a queue, being assigned to independent workers and producing measured outputs
Diagram showing jobs entering a queue, being assigned to independent workers and producing measured outputs
Queued rendering, batch and coding work can be divided between workers, with waiting time and failures measured. Original explanatory plate. It sets out a decision method, not a measured result.
Queued rendering, batch and coding work can be divided between workers, with waiting time and failures measured. Original explanatory plate. It sets out a decision method, not a measured result.
Diagram showing an approved request, a local service, an approved store and a policy-controlled data path
Diagram showing an approved request, a local service, an approved store and a policy-controlled data path
A private deployment starts with the permitted data path, access policy and logging boundary. Original explanatory plate. It sets out a decision method, not a measured result.
A private deployment starts with the permitted data path, access policy and logging boundary. Original explanatory plate. It sets out a decision method, not a measured result.
Open 4U OEM GPU server chassis showing passive GPUs, cooling fans, processors and memory slots
Open 4U OEM GPU server chassis showing passive GPUs, cooling fans, processors and memory slots
OEM supplier render showing one possible internal layout. Components vary with the ordered build. OEM supplier reference image. Written reuse permission pending.
OEM supplier render showing one possible internal layout. Components vary with the ordered build. OEM supplier reference image. Written reuse permission pending.
Diagram of an evidence pack containing an asset schedule, burn-in record, health readings, workload test and admin guide
Diagram of an evidence pack containing an asset schedule, burn-in record, health readings, workload test and admin guide
A credible handover records the supplied assets, checks, operating evidence, instructions and unresolved items. Original explanatory plate. It sets out a decision method, not a measured result.
A credible handover records the supplied assets, checks, operating evidence, instructions and unresolved items. Original explanatory plate. It sets out a decision method, not a measured result.

Evidence state

Reference design first, permissioned proof later

Until a pilot is completed and the customer permits publication, these pages remain reasoned reference patterns. We will not turn a proposal, technical diagram or supplier image into a customer success claim.

Prepare a sector requirements brief Read the evidence policy