Plaith
Plaith
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Operational Systems Studio · Dubai, UAE

Services

Applied AI, integrated into how your business actually runs.

Twenty-seven fixed-scope engagements across three service lines. Every one is scoped by an operator, priced on the outcome, and led end-to-end by the principal on the account. No open-ended consulting hours. No handoff to a team the buyer hasn't met.

Line G · 8 services

AI Strategy & Governance

Direction, policy, readiness, and oversight. Serves both M and P lines and cross-sells in both directions.

Buyer
CEO · COO · Head of Risk or Compliance
Sales cycle
4 to 12 weeks
Line role
The natural entry engagement and cross-sell.
AssessmentG0Line flagship

AI Opportunity Audit.

Structured pass over the operation. Prioritised opportunity map. Costed business case for the top two or three.

A two- to three-week structured audit that reads across your entire operation for AI opportunity. Delivered as a prioritised map with a costed business case for the highest-return two or three.

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At a glance

Duration
2 to 3 weeks
Deliverable
Prioritised opportunity map + costed business cases
Buyer
CEO, COO, Head of Strategy
Buy obligation
None. Map is yours to execute.

Line M · 8 services

Marketing & Content Operations

Applied AI inside marketing, content, and customer-facing surfaces.

Buyer
CMO · Head of Digital · Head of E-commerce
Sales cycle
2 to 8 weeks
Line role
Fastest cash. Strongest founder fit.
AssessmentM0Line flagship

Marketing AI Value & Operating Audit.

What you already run, what it's costing, what to keep, cut, or add.

A structured pass over your marketing AI estate — tools, usage, spend, workflows, and governance — delivered as a keep/cut/add plan with prioritised use cases.

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At a glance

Duration
1 to 2 weeks
Deliverable
Keep/cut/add plan with prioritised use cases
Buyer
CMO, Head of Digital
Buy obligation
None. Plan is yours to execute.

Line P · 11 services

Private & Sovereign AI

Private model deployment, data protection, and adaptation. For businesses whose data cannot leave the environment.

Buyer
CISO · CTO · Chief Data Officer · Head of Risk
Sales cycle
3 to 9 months
Line role
Largest contract value. Where sovereignty is the requirement.
AssessmentP0Line flagship

AI Data Exposure Assessment.

Where your data is leaving today. Sanctioned, unsanctioned, all of it.

A two- to three-week structured assessment of where your data leaves the environment via external LLMs today — sanctioned use, shadow usage, third-party tooling. Delivered as an exposure register, regulatory gap read, and remediation plan.

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At a glance

Duration
2 to 3 weeks
Deliverable
Exposure register + gap read + remediation plan
Buyer
CISO, CTO, Head of Risk
Precedes
Safe LLM Gateway (P1/P2)
P1· Deployment

Safe LLM Gateway: Design & Pilot

Inline gateway design. PII and sensitive-entity detection. One-department pilot live.

Live in 4 to 6 weeks
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P2· Deployment

Safe LLM Gateway: Production Rollout

Organisation-wide. Identity, RBAC, per-department policy, audit dashboard, review workflow.

Live in 8 to 14 weeks
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P3· Data readiness

Document & Dataset De-identification

Batch de-identify a corpus. Key management. Validation sampling. Safe for analytics, RAG, or training.

Live in 3 to 8 weeks
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P4· Assessment

Fine-Tuning Feasibility & Data Readiness

Fine-tune vs RAG vs prompting. Data audit. Base model shortlist. Costed build proposal.

Live in 2 to 4 weeks
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P5· Model adaptation

Domain Adaptation Pilot

Dataset prep. LoRA or QLoRA fine-tune. Evaluation harness. Hosted pilot endpoint.

Live in 4 to 8 weeks
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P6· Model deployment

Production Fine-Tune & Deployment

Reproducible pipeline. Multiple adapters. Serving stack. Guardrails. Provenance. Client IP.

Live in 3 to 6 months
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P7· Architecture

Private Deployment Architecture & Sizing

Workload modelling. Hardware spec. TCO against API spend. Procurement-ready specification.

Live in 3 to 5 weeks
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P8· Deployment

Private LLM Deployment

Inference stack on your infrastructure. Optimisation. Identity, network, observability. Runbooks.

Live in 6 to 12 weeks
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P9· Deployment

Air-Gapped Deployment

Everything in P8, plus offline install and update. Dependency mirror. Isolation validation. DR.

Live in 3 to 6 months
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P10· Managed service

Managed Private AI

Monitoring. Patching. Adapter refresh. Governance. Named support with SLA.

Live in Ongoing monthly
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Not sure which engagement fits your operation?

Most engagements start with an audit — the G0 opportunity audit for whole-operation direction, the M0 marketing AI audit for content and demand teams, or the P0 exposure assessment for regulated and sovereignty-sensitive businesses. In 45 minutes we can tell you which is the right first move.