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Operational Systems Studio · Dubai, UAE

Services/Private & Sovereign AI/Private Deployment Architecture & Sizing

Service · Architecture

P7

Private Deployment Architecture & Sizing.

Private AI works when the architecture matches the workload. In three to five weeks we model your workload, specify the hardware and topology, run TCO against continued API spend, and hand you a procurement-ready specification that survives the CFO conversation.

Outcomes

What changes when the engagement lands.

Right-sized architecture

Hardware and topology chosen against measured workload, not vendor pitches.

TCO the CFO can defend

Real cost of ownership against continued API spend. Decision framed in numbers.

Topology aligned to risk

Cloud, on-premise, or air-gapped chosen against sovereignty and latency requirements — not sales pressure.

Procurement-ready

A specification your procurement team can go to market with today.

Deliverables

What's in the engagement.

A three- to five-week architecture engagement that models your workload, specifies the GPU and hardware, chooses topology across cloud, on-premise, or air-gapped, models the total cost against API spend, and hands over a procurement-ready specification.

Workload model

Traffic patterns, latency budget, concurrency, and growth curve modelled and documented.

Hardware specification

GPU class, memory, network, and storage specified against workload. Ranked options with rationale.

Topology recommendation

Cloud vs on-premise vs air-gapped, chosen against your specific risk and sovereignty requirements.

TCO model

Three-year total cost of ownership vs continued API-based spend. Sensitivity analysis included.

How we deliver

Fixed scope. Named phases. Duration on the cover.

The engagement is priced against the outcome, not open-ended hours. Every phase has a duration, a named deliverable, and a check-out.

Total duration3 to 5 weeks

Sales cycle4 to 8 weeks

  1. 011 week

    Workload discovery

    Current AI usage instrumented. Growth projection agreed. Latency and availability requirements defined.

  2. 021 to 2 weeks

    Architecture design

    Hardware options modelled. Topology assessed. Reference architectures produced.

  3. 031 week

    TCO modelling

    Cost of build vs API spend modelled with sensitivity analysis.

  4. 041 week

    Read-out and procurement handover

    Specification handed to procurement. Executive read-out. Vendor conversation support if needed.

Built for

Buyers this engagement fits.

Typical buyer

CTO, CIO, Head of Infrastructure

  • CTOs weighing 'move to private AI'

    The board wants to know the number. This produces the number.

  • CFOs asked to approve a large infrastructure spend

    The engagement gives you the TCO analysis to approve or reject with confidence.

  • Regulated businesses with sovereignty constraints

    You know you need private. This tells you what private looks like in your case.

Talk to us.

45 minutes on your operation and the engagement you have in mind. No pitch, no deck.

Emailhello@plaith.io

ResponseWithin one business day

ReferenceService code P7

Lead intake

Request a briefing

A 45-minute call. No pitch, no deck. We ask the questions we'd ask a Discovery client and tell you honestly whether this is the right next move.

Tagged internally as P7 — Private Deployment Architecture & Sizing. We reply from hello@plaith.io.