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AI Data, Integrations & Engineering AI Drive: from AI foundations to full-scale technical delivery

AI Drive is Remarkable’s deep technical delivery service — building the data architecture, system integrations, agentic workflows and custom AI applications that execute your AI strategy at enterprise scale.

#1 AI Vision#2 AI Foundations#3 AI Drive

Three stages, one journey — from strategy to governance to technical delivery. Each stands alone, and you can enter at any point.

Why AI strategies stall at build Governance is in place. Technical delivery is not.

Most organisations have an AI vision. Some have the governance to adopt AI safely. Very few have the technical capability to integrate and execute it at scale. Data sits in silos AI tools can’t reach. Systems of record don’t talk to each other. Engineering teams are stretched, or lack specialist AI expertise.

Sound familiar?

  • “Our pilots worked. Now we need to actually automate these processes at scale.”
  • “Our data is everywhere and AI tools can’t access any of it.”
  • “We know what we want to build — we just need someone who can deliver it.”

The AI delivery gap

68%
of organisations say siloed data is their biggest barrier to scaling AI (McKinsey, 2025)
26%
say their data is connected and structured enough to support AI at scale
15%
say their AI implementations have exceeded expectations (IDC, 2026)
6
months or fewer — a full AI Drive delivery programme, scoped to your complexity

The service What is AI Drive?

AI Drive is Remarkable’s deep technical delivery service, for organisations with strategy and governance in place that are ready to build. It delivers the technical engine that turns governance into performance — connecting data, systems and AI models into production-grade, automated workflows.

  • Data architecture and warehousing
  • System of record integrations
  • Advanced agentic workflows
  • Bespoke AI applications
  • MCP servers and API services

You need AI Drive when…

  • Governance is in place, and you’re ready to build
  • Data is siloed, unstructured or inaccessible to AI tools
  • Systems of record aren’t connected to AI tools or workflows
  • Custom AI agents or applications need to be built
  • Pilots worked — and now need to be scaled and automated
  • Your engineering team lacks specialist AI/ML integration depth
  • MCP server or API integration requirements have been identified
  • Agentic workflow designs are ready for technical delivery

If any of these resonate, AI Drive gives your organisation the technical engine to close the gap between strategy and performance.

Our approach Five steps from architecture to enterprise scale

AI Drive follows Remarkable’s structured delivery methodology, building technical infrastructure that performs reliably at enterprise scale. Discovery and definition typically run four to six weeks; full delivery programmes, three to six months.

  1. Discover — data landscape audit, systems inventory, integration mapping and capability assessment
  2. Define — data architecture, integration specifications, workflow scoping and application requirements
  3. Design — technical architecture, system integration models, workflow blueprints and prototypes
  4. Deliver — data warehouses, integrations, agentic workflows and custom AI applications
  5. Drive — optimise, monitor and expand the estate as the business grows

What you get An engineering programme, not a consultancy programme

Every engagement delivers working technical infrastructure — connected data, integrated systems, production-grade agentic workflows and custom AI applications your business can use from day one. All built collaboratively, with your technical teams, business stakeholders and end users involved throughout.

Data

Clean, connected, structured — data your AI tools can actually reach.

What you get

  • Data architecture and warehousing implementation
  • Context layer creation
  • System architecture diagrams

Integrations

Your systems of record, connected and sharing intelligence.

What you get

  • System of record integrations
  • Platform implementations
  • MCP servers and API services

Workflows

Multi-step business processes, automated reliably at enterprise scale.

What you get

  • Advanced agentic workflow implementations
  • Orchestration patterns that are repeatable across the enterprise

Applications

Purpose-built AI tools for your people, processes and policies.

What you get

  • Bespoke AI app implementation
  • Ongoing support and optimisation

Outcomes What changes after AI Drive

You leave with the engine that turns strategy into measurable efficiency:

  • Connected data — clean, structured and accessible to AI tools
  • Integrated systems — systems of record sharing full organisational context
  • Automated workflows — production-grade agentic processes freeing teams for higher-value work
  • Custom AI applications — purpose-built for your people, processes and tools
  • Compounding advantage — technical capability competitors can’t easily replicate

Strategy has become performance. And it keeps compounding.

Why Remarkable Built for enterprise. Committed to outcomes.

Our AI Drive service is built on two decades of delivering data architecture, CRM integrations, personalisation engines and digital transformation programmes. We connect AI to your commercial goals, not just your technology stack.

  • Outcomes first — we start with your business outcomes, then work back to the optimum solution
  • Independent — no vendor ties, so every recommendation is right for you
  • Practitioners — engineers with 20+ years delivering data architecture, integrations and AI applications
  • Joined-up — completing the journey that starts with AI Vision and AI Foundations

Every engagement also plugs into Revolution — our perpetual growth model for connecting strategy, technology, creativity and data.

The complete journey Three stages. One transformation.

AI Drive is the third and final service in Remarkable’s end-to-end AI framework. AI Vision defines where AI creates value. AI Foundations builds the governance to operate it safely. AI Drive delivers the technology that makes it real.

Each service stands alone, and you can enter at any point — but together they take an organisation from initial ambition to full-scale execution.

AI Drive: frequently asked questions

What is AI Drive?

AI Drive is Remarkable’s enterprise AI engineering service. It designs and builds the data architecture, system integrations, production-grade agentic workflows, custom AI applications, MCP servers and API services needed to execute an AI strategy at enterprise scale — typically over three to six months.

What is an agentic workflow?

An agentic workflow is a multi-step business process carried out by AI agents that can reason, use tools and take actions autonomously — with checkpoints and human approvals where they matter. Production-grade agentic workflows reliably automate work like content operations, customer service resolution, reporting and data processing at scale.

What is an MCP server?

MCP (Model Context Protocol) is an open standard that lets AI models connect securely to an organisation’s systems, data and tools. An MCP server exposes those capabilities in a governed way — so AI assistants and agents can query your data and act on your systems without a bespoke integration for every tool.

Do we need AI Vision or AI Foundations first?

No. You can enter the journey at any point. AI Drive is designed for organisations whose strategy and governance are in place — however they got there. If those pieces are missing, AI Vision and AI Foundations connect directly, and can run ahead of or alongside technical delivery.

How long does an AI build take?

Discovery and definition typically run four to six weeks. Full technical delivery programmes run three to six months, scoped to complexity — a single integration lands much faster than an enterprise-wide data architecture and workflow programme.

Can you work with our existing data platforms and engineering team?

Yes — AI Drive is built to work alongside in-house teams. We design around your existing platforms and systems of record, and can deliver end-to-end or extend your engineering capacity with specialist AI integration depth. Independence means we recommend what fits your stack, not a vendor agreement.

What does “production-grade” mean?

Built to run reliably in daily business operations: monitored, governed, secure, tested and maintainable — not a pilot or proof of concept. Production-grade agentic systems handle errors gracefully, respect your compliance boundaries and scale with usage.

How much does AI Drive cost?

AI Drive projects are scoped as bespoke builds — from a single integration to an end-to-end programme — and priced as fixed-price projects or a business team retainer, depending on what suits. Talk to us and we’ll scope it around your architecture and ambitions.

Ready to build your AI Vision?

From a leadership keynote to a full enterprise programme.

 

Are you ready to start your Revolution?

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