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Comparison desk

Compare private AI with the routes it must beat.

Private capacity is not the default winner. Put quality, data route, operating work and whole-life cost in the same decision, then choose the route that survives the test.

Test the cost assumptions Read the claims policy

Decision 01

Choose the comparison that matches the purchase question

Each route changes one part of the benchmark. Start with the alternative you would genuinely buy if a server did not make sense.

  2. OpenAI API vs local AI

    Compare the whole workload - not one token price.

    Compare the OpenAI API with local AI for sustained business workloads, including quality, tokens, privacy, latency and operational ownership.

    Use this when
    You have a measured API workload and want to test an owned alternative.
    Keep in view
    A local model is not automatically equivalent in quality or features.
    Open this comparison

  3. ChatGPT Business vs private AI server

    For a small team, ChatGPT Business may be the better buy.

    Compare ChatGPT Business seats with a private AI server across cost, quality, data control, operations and team size.

    Use this when
    You are comparing a managed seat plan with shared private capacity.
    Keep in view
    For small or lightly used teams, hosted seats may cost much less.
    Open this comparison

Decision 02

A useful first cut, before the detailed comparison

This is a routing aid, not a verdict. Model quality and a representative workload test can overturn it.

Hosted is often stronger

Light, bursty or frontier-dependent work

Avoid buying idle equipment when usage is occasional, and keep managed models where their capability materially changes the result.

Private may earn a test

Sensitive, sustained or offline work

Owned capacity becomes relevant when a bounded workload needs a customer-controlled data route, stable version or predictable local service.

Hybrid is a deliberate route

Mixed workloads with a clear policy

Keep accepted routine work local and send approved exceptions to a hosted model. The policy must name which data may use each path.

The decision includes equipment, data routes and operating work

Hardware and original technical plates show the physical and application boundaries. Supplier images remain reference material, not proof of a finished GPU Rigs customer build.

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.
Diagram showing approved documents moving through a searchable index to an answer with a source citation
Diagram showing approved documents moving through a searchable index to an answer with a source citation
A retrieval workflow should connect each useful answer to approved source material and defined refusal behaviour. Original explanatory plate. It sets out a decision method, not a measured result.
A retrieval workflow should connect each useful answer to approved source material and defined refusal behaviour. Original explanatory plate. It sets out a decision method, not a measured result.
GPU server remote management dashboard with system status, access logs and sensor monitoring panels
GPU server remote management dashboard with system status, access logs and sensor monitoring panels
Supplier screenshot of the platform management interface. The final management features and access policy depend on the ordered system. OEM supplier reference image. Written reuse permission pending.
Supplier screenshot of the platform management interface. The final management features and access policy depend on the ordered system. 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.

Method note

How we keep a comparison honest

Prices, exchange rates, model versions and supplier terms are dated inputs. A cost table should show the date and let the reader replace our assumptions with their own.

Tax relief, resale value and spare-capacity income stay out of the base case. They can be modelled separately, but they should not rescue a weak purchase case. A local model must also pass the same representative work as the hosted route before cash cost becomes meaningful.

Build a five-year comparison Prepare a requirements brief