Bergsonscrolled

Secure engineering & AI

Secure software and AI delivery, prototype to production.

We help teams design and ship software — including AI-enabled products — with the architecture, data governance and operational controls regulated environments require.

When this matters

Secure delivery becomes a board issue when an AI prototype is heading to production, customers start asking about data use, or security architecture concerns are slowing release.

Scope

What we cover.

01

Secure architecture

  • Reference and target-state architecture
  • Threat modelling against real workflows
  • Identity, data and trust boundaries
  • Security-by-design review
02

AI product delivery

  • Prototype to production pathway
  • Model, prompt and evaluation strategy
  • Cost, latency and reliability trade-offs
  • Human-in-the-loop where it matters
03

RAG & internal knowledge systems

  • Retrieval-augmented generation design
  • Source authority and freshness
  • Access control on knowledge sources
  • Hallucination and citation handling
04

Secure SDLC & DevSecOps

  • Branching, review and release model
  • SAST, SCA, secrets and IaC scanning
  • Pipeline hardening and provenance
  • Vulnerability triage and SLAs
05

Data protection by design

  • Data minimisation and classification
  • Encryption at rest and in transit
  • Tenancy and access boundaries
  • Regulator-aware data flows
06

Code quality & maintainability

  • Targeted refactoring roadmap
  • Test strategy and coverage focus
  • Architectural seams and module boundaries
  • Technical debt that actually matters

What good looks like

Engineering keeps shipping, and security, evidence and AI governance are part of how delivery works — not added on later.

  • 01Architecture diagrams that match what is deployed
  • 02A secure SDLC the team will keep using
  • 03An AI approach grounded in evaluation, not slogans
  • 04A maintainable codebase with a credible improvement path

Common triggers

Why teams typically bring us in.

  • AI prototypes moving to production without data governance
  • Secrets, keys or PII handled inconsistently
  • No clear secure SDLC or change evidence
  • Threat modelling done once, never revisited
  • Pipelines without security gates
  • Architecture decisions not written down

Related services

Adjacent work teams often pair this with.

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Bergson Limited is registered in Ireland. We are not auditors, QSAs, or legal advisers. We help technology teams produce the evidence those stakeholders need.