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AI migration

Modernise your existing product
with AI that ships.

Bring AI into the software your customers and teams already use — new intelligent features, modern integration layers and a phased migration plan that protects uptime and trust.

  • Evolve legacy
    platforms safely
  • Embed AI in
    existing products
  • Integrate with
    modern data & APIs
Built for real operations

AI migration is a product journey — not a one-off model deployment.

Your users stay on the same product they trust. We help you introduce AI-native experiences, connect to enterprise data and retire brittle integrations over time — with releases your teams can support.

What we help you achieve

From legacy product to AI-powered platform.

Product engineering, integration and AI delivery in one team — so migration work lands in production and stays maintainable.

Discuss your product

Architecture refresh

Modularise monoliths, clarify boundaries and prepare services for AI and integration.

Data readiness

Pipelines, APIs and governance so models and agents can use trustworthy data.

AI in the product

Copilots, automation and intelligence embedded in workflows users already know.

Enterprise integration

Connect to ERP, TMS, PMS, identity and partner systems without breaking operations.

Security & compliance

Access control, auditability and safe AI use aligned to your risk profile.

Measurable outcomes

KPIs, release cadence and adoption so leadership sees progress every quarter.

Key modernisation areas

Where we typically create value.

Legacy uplift

  • Strangler patterns & phased cutover
  • UI/UX modernisation
  • Performance & reliability fixes

Platform engineering

  • APIs & event-driven design
  • Cloud & hybrid deployment
  • Observability & DevOps

Intelligent features

  • Agents & copilots in-product
  • Document & workflow automation
  • Personalisation & decision support

System connectivity

  • ERP / TMS / PMS integration
  • Partner & customer portals
  • Master data synchronisation

Adoption

  • Change management & training
  • Role-based experiences
  • Feedback loops with operators
Our approach

A practical path from legacy to AI-ready.

Structured phases that de-risk delivery and keep business continuity front and centre.

  1. 1

    Discover

    Map systems, users, constraints and the outcomes modernisation must unlock.

  2. 2

    Architect

    Define target capabilities, integration points and a phased delivery plan.

  3. 3

    Build

    Incrementally deliver refactors, APIs and AI features with continuous validation.

  4. 4

    Integrate

    Connect data, identity and operational systems; harden for production use.

  5. 5

    Evolve

    Measure adoption, iterate on AI capabilities and expand to new workflows.

Get started

Tell us about your product.

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Keep momentum

Ship AI in the product your market already knows.

We help product and technology leaders migrate to AI-native capabilities with discipline, visibility and measurable releases.

FAQ

Common questions.

Do we need to replace our entire platform?

Rarely. We favour phased modernisation — strengthening data, APIs and user experiences while retiring riskiest components over time.

Can you work with our in-house engineering team?

Yes. We often embed alongside internal teams or provide AI FDE capacity for specific workstreams, with shared delivery practices.

What if our codebase is old or poorly documented?

That is common. Discovery includes code archaeology, stakeholder interviews and operational shadowing so we build an accurate picture before changing anything critical.

How do you add AI without disrupting users?

We ship behind flags, pilot with real operators and design AI as assistive features in existing workflows — not bolt-on dashboards.

Which industries do you support?

Hospitality, shipping and maritime, travel and transportation, freight forwarding, logistics and supply chain, and broader enterprise operations.