Question-led AI calculator

AI server ROI and ownership calculator.

Compare five-year cash cost, then apply the operational requirement that money alone cannot price: frontier quality, data control, offline work or the absence of a technical owner.

01 Decision context
02 Owned capacity
Keep zero unless a current, documented basis exists.
03 Hosted route

Next evaluation route

Calculate

  • Owned-capacity TCO£0
  • Hosted-service TCO£0
  • Cash difference£0
  • Owned equivalent per month£0
  • Hosted seats at cash crossover0
Interpretation boundary

This is not a model-quality, feature, security or compliance equivalence claim. It does not include tax relief or spare-compute income.

Calculation record

See what sits behind the result.

The controls are deliberately editable. Record the values used, the date and the source before relying on an output in a buying decision.

01

Method

  • Owned TCO = purchase + finance + annual electricity, support and facility costs for the selected term − supported residual value.
  • Hosted TCO = paid users × monthly seat cost × 12 × term + monthly API/cloud spend × 12 × term + hosted implementation.
  • The route recommendation applies the selected operational priority after the cash comparison.
02

Worked reading

  • The defaults compare a £27,500 reference system with £4,000 annual operation against 25 seats, £500 monthly API/cloud use and £5,000 implementation.
  • Change the term to see whether a shorter decision horizon changes the cash result.
  • Run downside cases for higher electricity, support and finance costs.
03

Do not infer

  • A hosted service can include current frontier models and managed product features that a local system does not reproduce.
  • An owned system needs accepted local models, a technical owner, updates, backup and a suitable location.
  • A cash crossover does not assign a monetary value to confidentiality, offline operation, continuity or provider flexibility.

Use the route, not just the difference

Hosted AI normally remains the strongest starting point for a light-use team, a buyer that needs the latest provider models, or an organisation without a technical owner. Owned or hybrid capacity becomes more credible where sensitive data paths, offline operation, sustained shared workloads or version control have independent value.

The next step is a representative workload proof. Measure model quality, latency, concurrency, memory, energy and operating effort before a final specification or savings claim.

The machine, its operating boundary and the work it serves.

Hardware close-ups and original technical plates separate physical evidence from proposed application design. Captions state what each view can and cannot prove.

Three-quarter supplier render of a 4U OEM multi-GPU rack server
Three-quarter supplier render of a 4U OEM multi-GPU rack server
OEM platform reference render. It is not evidence of a completed customer build or final specification. OEM supplier reference image. Written reuse permission pending.
OEM platform reference render. It is not evidence of a completed customer build or final specification. OEM supplier reference image. Written reuse permission pending.
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 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.
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.