AI Native
Engineering Services

From data foundations to AI‑run operations. We meet clients at their actual maturity — enter at any tier, in any sequence.

One maturity ladder, four service lines.

Each level is a complete, deliverable engagement in its own right —and each one prepares the ground for the next. Plus one strategic programme for organisations reclaiming control of their application layer.

Foundation

Data Integration & Modernisation

Building the data foundation that makes AI possible —without requiring a commitment to AI now.

Your data is fragmented, and AI isn't the priority yet

Legacy integrations and manual processes are blocking progress. This tier builds the clean, API‑first data layer that makes AI possible later —without committing to AI now. The next step is incremental, never a rebuild.

Data Strategy

Assessment → Roadmap → Governance, as the advisory front-end.

API-First Architecture

Every system addressable by agents and downstream consumers.

Data Quality & Health

Automated checks, alerting, and a data-health dashboard.

Intelligent Data Integration

Source-agnostic connectors; new sources onboarded in hours.

Event-Driven Modernisation

Real-time pipelines replacing batch and polling.

AI-readiness by design

Moving to AI later is incremental, not a rebuild.

Client success stories

Trust in us.

Data Integration & Modernisation

Unifying billions of records across jurisdictions

A global automotive manufacturer needed to bring together billions of data points spanning multiple legal jurisdictions, trapped in a legacy-to-legacy pipeline architecture. We unified the fragmented landscape into a single, queryable, API-first data layer — built AI-ready from day one.

Data Integration & Modernisation

A repeatable conversion engine for billions of migrated records

A global industrial equipment manufacturer needed to migrate its data from an old system landscape to a new one, repeatably and at volume. We built a conversion engine that processes billions of records with fully configurable transformation logic, turning a one-off migration risk into a repeatable, controlled process.

Data Strategy & Data-as-a-Service

Auditable traceability for fragmented supplier data

A battery refurbishing company held critical supplier data across disconnected sources, with no way to prove where it came from. We built a modular solution that collects, validates, and traces supplier data with auditable evidence — turning fragmented information into a single, trusted source clients and partners can rely on.

Data Strategy & Data-as-a-Service

From real-time search to an LLM-assisted experience

For an automotive client, we evolved a high-performance real-time search capability into an LLM-assisted search experience, backed by a clear roadmap for further agent-driven capability.

ENHANCE

AI-Enhanced Solutions

AI embedded at the architecture, data, and user-experience layers of every engagement — not bolted on.

You have a working platform that needs more intelligence

No need to replace what works. We apply our AI-Enhanced Solution Framework directly on top — targeted, non-disruptive, one team and one architecture, not a bolt-on AI vendor.

Agentic Data Pipelines

Autonomous agents that monitor, validate and self‑heal data flows.

AI‑Driven Pricing & Optimisation

ML models for dynamic pricing — typical 3‑8% uplift.

Conversational BI & Reporting

Natural‑language dashboards; automated narratives.

Intelligent Search & Discovery

LLM‑powered natural‑language query over legacy data.

Predictive Analytics & Digital Twins

Asset twins predicting maintenance and failure risk.

AI-Augmented Compliance & Security

Continuous compliance monitoring and anomaly detection.

Client success stories

Trust in us.

AI-Enhanced Solutions

AI-driven pricing for a fast-moving retail inventory

An automotive retail client needed to manage pricing and campaigns intelligently across a large, fast-moving inventory. We delivered AI-driven pricing optimisation paired with real-time data-consistency monitoring, replacing manual pricing decisions with continuous, data-driven ones.

AI-Enhanced Solutions

Asset twins that predict failure before it happens

A manufacturing and energy client wanted to move from reactive maintenance to predictive maintenance. We built asset twins that predict failure risk from real-time sensor data, cutting unplanned downtime and giving maintenance teams advance warning instead of surprises.

NATIVE

AI-Native Platform Development

Systems designed from inception with agents as first-class actors — a structural advantage that can't be retrofitted.

You're building from scratch or ready to rebuild

Agents are designed in as first-class actors from day one —in the data model, the API surface, and the workflow logic. Self-diagnosis and self-healing are built in, not added later.

Data integration layer

Event-driven, source-agnostic backbone with self-healing agents.

AI-operated platform

Intelligent incident response and automated knowledge capture.

AI-powered usage layer

Users query in natural language; pre-built agents handle known flows.

Entry at any tier

Enter at Tier 1 or 2 directly; no rework for Tier 0 clients.

Client success stories

Trust in us.

AI-Native Platform Development

Full CO2 visibility across a complex, multi-tier supply chain

A global enterprise client needed full visibility into its CO2 impact across a complex, multi-tier supply chain. We built an event-driven data platform — spanning multiple regional data domains on a unified backbone — with self-healing agents that cut new source onboarding from weeks to hours and eliminated an entire category of manual operations.

AI-Native Platform Development

One AI-native backbone at the heart of global sales operations

A global vehicle manufacturer replaced its patchwork of regional systems with a single, self-managing, AI-native data platform for global sales. The transformation rested on three pillars: a source-agnostic integration layer with automated onboarding (cutting integration time from weeks to hours), self-healing pipelines, and anomaly detection; an AI-powered usage layer offering natural-language search and ready-to-use agents for cross-system flows like order execution and stock visibility; and an AI-operated support layer handling ticket triage, incident response, and live documentation. Together, architecture, usage, and operations form one unified AI-native system.

OPERATE

AI-Native Software Lifecycle Management

Helping engineering and operations teams make the structural shift to AI-native delivery — a working application in months, not a roadmap.

Your systems already work, let's make them work better.

A thorough assessment of your environment, spotting improvements and challenges, getting future ready.

Platform layer

AI infrastructure · Agentic automation · Integration & connectivity · AI-native delivery.

Managed Services (M&S)

Proactive maintenance and support, with 3‑5 year service and technology roadmaps.

Operations layer

ITSM intelligence · operations & incident intelligence · knowledge & compliance · project & delivery.

Continuous improvement

Every incident and sprint feeds back into the system automatically.

Client success stories

Trust in us.

AI-Native Software Lifecycle Management

A phased, business-case-validated transformation of an SAP demand-intake process

A client needed to modernise its SAP-based demand-intake process without a big-bang rebuild, validating the business case at each step. We delivered the transformation in three phases: an AI intake classifier with template pre-fill, then a full operational workflow with automated ticket creation and notifications, then feedback loops, dashboards, and rollout support. The result is a continuously improving process — and a reusable model applicable to similar systems.

OPERATE

IT Consulting and Managed Technology Services

Strategic guidance and hands-on operations, working together to keep your technology reliable and your business moving forward.

End-to-end IT services,
under one roof.

From maintenance and security to operations and data —we cover every layer your business needs, so you don't have to manage a different partner for each one.

Maintenance & Support Service

Environment assessments, proactive maintenance, and technical support. 3–5 year service and technology roadmaps.

Compliance & Security Services

Compliance assessments, gap analysis, and regulatory roadmaps. Risk assessment, security architecture, and AI-driven monitoring.

Managed IT Operations Services

One-window IT operations and infrastructure management. Cloud strategy, migration, and management (IaaS, PaaS, SaaS, DaaS).

Digital Sovereignty Programs

Rebuilding vendor-locked toolchains as agent-native, owned applications. Parallel 'speedboat' workstreams following a four-phase delivery methodology.

Client success stories

Trust in us.

Compliance & Security Services

From periodic manual checks to continuous compliance assurance

An energy sector operator running critical infrastructure needed to prove GDPR and ISO 27001 compliance to auditors but had no consistent way to show that policy was actually enforced. We ran a full compliance assessment and gap analysis, then implemented automated audit-trail generation and continuous compliance monitoring — cutting audit preparation from weeks to days and replacing a periodic manual check with continuous assurance.

Compliance & Security Services

An intelligent agent layer that catches data-loss risks before they happen

A specialised engineering company with a strict on-premise security setup needed to catch data-loss risks early, without replacing its existing SIEM. We built an intelligent agent layer on top of it —learning normal behaviour per user and service, flagging deviations in real time, and detecting attacks mid-sequence, before data leaves the environment. Analysts can now query security data in plain language, and we rolled it out in stages, from detection through analyst-approved triage to guarded automation, keeping a human in the loop throughout.

Maintenance & Support

From firefighting to planned, prioritised maintenance

A supply chain and logistics operator was running a critical platform on ageing infrastructure with no clear view of where operational risk sat, leaving support permanently reactive. We began with a full assessment of their environment and built a joint Service and Technology Roadmap — shifting the client from firefighting incidents to planned, prioritised maintenance, and cutting unplanned incidents significantly within two quarters.

Maintenance & Support

Stabilising a showroom application that had lost user confidence

A global automotive retailer's online sales division was running a customer-facing showroom application that had become unstable, denting user confidence and blocking further enhancement. We opened with a short, focused system review — auditing existing documentation, reverse-engineering the codebase to identify core weaknesses, reviewing open demands and known issues, and assessing the current operating model — to produce a prioritised, evaluated list of stability improvements. That fed directly into an ongoing stabilisation, maintenance, and evolution phase: a scrum-based team designing, building, and testing fixes and enhancements against those priorities, running second- and third-line support and incident handling, and setting up a formal SLA and system roadmap agreed with the application owner. The team scales up or down on request as demand changes, so support effort tracks actual need rather than a fixed headcount.

Managed IT Operations Services

Ongoing support for a vehicle data platform, without adding headcount

A vehicle manufacturer needed reliable, ongoing support for its vehicle data platform without adding permanent headcount. We deliver an integrated service model — our team embeds with the client's internal IT function or operates as an independent managed-services provider — covering end-to-end IT operations, infrastructure management, and application support, tailored to how much the client wants to run in-house.

Managed IT Operations Services

Deliberate, not accidental, cloud decisions across every engagement

Cloud has been a constant thread across our data integration and platform engagements: helping clients decide what belongs on-premise, in the cloud, or split across both, then carrying that decision through to execution. Across multiple clients we have built cloud strategies, run cloud, on-premise, and hybrid migrations, and taken on the ongoing optimisation and management of the resulting environment — so infrastructure choices stay deliberate as needs evolve, rather than accumulating by accident.

Let's talk.

Turn your projects into reality with us

Rely on our experience and technologies to transform your ideas and needs into successful solutions.

Join us and make your talent count

We are always looking for people like you to turn challenges into opportunities together.

Málaga

Alameda Principal 32, 29005 Málaga, Spain

info@fmit-solutions.com

+34 952 65 76 03

Tenerife

Santa Rosalía 49, 1A, 38002 Santa Cruz de Tenerife, Spain

info@fmit-solutions.com

+34 952 65 76 03


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