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Security, Privacy & Deployment

Deploy AI where your data rules require, with threat modelling, privacy controls and hardened infrastructure.

Close-up of server rack units with status displays and bundled network cables in a data center
Photo: Derrick Coetzee, CC0 1.0. Not SASARAN staff or premises.

/ 01The business problem

Why this matters

AI introduces new attack surfaces: prompt injection, data leakage through outputs, over-privileged tools and model supply chain risk. It also raises old questions about where data goes and who can see it.

We secure AI systems with the same rigour as any production service, using AI-specific guidance such as the OWASP Top 10 for LLM Applications alongside established security practice.

Who it is for

  • Security and privacy officers
  • Teams preparing AI systems for customer security reviews
  • Organisations needing private or regional deployment

/ 02Scope

What the engagement covers

  • 01AI threat modelling
  • 02Data flow and privacy impact analysis
  • 03Deployment architecture: cloud, private or hybrid
  • 04Identity, secrets and network controls
  • 05Red-team style testing of AI behaviour
  • 06Security documentation for customer reviews

/ 03Technical approach

How we work on it

Threat model the whole system

We look at data sources, tools, outputs and integrations, not only the model.

Minimise and isolate

Least data, least privilege and isolation of untrusted content from instructions.

Choose deployment on evidence

Private hosting, regional APIs and managed services are compared on risk, cost and capability.

/ 04Process

From first call to production

  1. 1

    Consultation

    A focused conversation about the problem, constraints and what success would mean.

  2. 2

    Discovery

    Evidence gathering: data samples, process walkthroughs and a measured baseline.

  3. 3

    Proposal

    Scope, approach, team, timeline, risks and a fixed or estimated price.

  4. 4

    Delivery

    Iterative sprints with demos and evaluation results at each milestone.

  5. 5

    Handover or run

    Documentation, runbooks and training, or ongoing operation by our team.

/ 05Deliverables

What you receive

  • Threat model and risk register
  • Data flow and privacy assessment inputs
  • Hardened deployment configuration
  • Security test report
  • Documentation pack for audits and customer questionnaires

Engagement options

Fixed-scope sprint

Two to six weeks with a defined deliverable and price, suitable for discovery, assessments and prototypes.

Delivery team

A cross-functional squad for a build or integration, planned in milestones with demos and evaluation results at each one.

/ 06FAQ

Common questions

Can we run models without sending data to a third party?

Yes. Open-weight models can be hosted in your own environment. We help you compare their quality and cost against hosted APIs for your use case.

Do you hold security certifications?

Certifications held by SASARAN Technology will be listed on our Trust page once verified. We do not claim any we cannot evidence.

Talk to an engineer about security, privacy & deployment

Bring the problem and any constraints. You will leave the conversation with an honest view of the options, even if the answer is not us.