AI consulting in Madrid

AI consulting for companies and international subsidiaries in Madrid

The Madrid region is home to 526,588 active companies, 15.9% of the Spanish total, according to the INE Central Business Directory (DIRCE) as of 1 January 2025. What sets this market apart is less the count than the make-up: 39.64% of the 25,310 foreign-owned companies operating in Spain are headquartered in the Madrid region, and those registered in Madrid account for 52.69% of all revenue generated by foreign subsidiaries in the country (Informa D&B, "Empresas con accionistas extranjeros en España", May 2026). In practice that means Spanish subsidiaries reporting to a parent company in the Netherlands, Germany or the United Kingdom, running day-to-day work in Spanish and English at once, and receiving group-level AI policies, security questionnaires and compliance deadlines that have to be answered with technical evidence. Around that core sit shared service centres, financial services and insurance, professional services firms and the logistics operators of the Henares corridor. Summum IA works in that setting: RAG over internal documentation, back-office and voice agents, automation built on n8n with language models in the loop, and governed rollouts of Microsoft 365 Copilot, with the technical layer of AI Act compliance designed in rather than bolted on. We work remotely, with occasional on-site presence in Madrid when a milestone calls for it.

Reference regulationEU Regulation 2024/1689 (AI Act) — Art. 50 from 2-Aug-2026
Target profileSubsidiaries of international groups, financial services and insurance, professional services and Henares corridor logistics
FormatRemote with occasional on-site presence in Madrid; team based in Valladolid, one hour away by high-speed rail

The first driver of demand in Madrid is the subsidiary. According to the Informa D&B report, the three most common home countries of foreign parent companies in Spain are the Netherlands (11.40%), Germany (10.69%) and the United Kingdom (10.50%), and almost four in ten of those subsidiaries are headquartered in the Madrid region, which the report puts down to its role as a financial centre and a base for large corporations. On the ground, what lands on the Spanish team's desk is an AI usage policy written in English, an inventory of approved tools and a security questionnaire that has to come back with answers somebody can check: which model processes which data, where it is stored, who reviews the outputs and what record is kept of each interaction. An AI project in Madrid almost always starts there rather than with a demo. Summum IA begins from the inventory of what is actually in use, including the part nobody has declared, and builds an architecture on top of it that can stand up to the group's review.

The second driver is sheer operational volume. The Madrid region is home to 19,933 high-technology companies, 25.5% of the Spanish total, and 194 technology firms with more than 249 employees, 44.3% of the country (Comunidad de Madrid, press release of 20 December 2025, based on INE DIRCE data). These are organisations with large office headcounts, where repetitive work is measured in thousands of documents a month: case files, contracts, insurance policies, delivery notes, supplier invoices. In the south of the region and along the Henares corridor, which together accounted for 96% of Madrid's logistics take-up in 2024 (Savills, March 2025), the same volume shows up as transport and customs paperwork. For that profile we work with document processing and classification, back-office agents that carry out the next step instead of merely suggesting it, and n8n automation when the bottleneck sits between systems rather than inside one.

Any conversational component placed in front of a person, by voice or by chat, falls under Article 50 of EU Regulation 2024/1689 (AI Act), which applies from 2 August 2026: users must be told unambiguously that they are interacting with an AI system, and generated content must be marked technically where there is any. In Madrid that obligation tends to arrive by two routes at once, from the European regulator and from the parent company, which writes it into the service contract before it is even enforceable. Summum IA delivers the technical layer: interaction notice, content marking, audit logs and traceability from every answer back to its source. The AI Act regulatory risk assessment, covering system classification and the legal obligations that follow from it, is carried out by Summum Consultoría, which owns that layer across the group.

The AI consulting for companies and international subsidiaries in Madrid process.

The process · four stages
01

Inventory of real usage and candidate cases

Before proposing anything, we establish which AI is already in use across the organisation, contracted or not, and which processes eat the most office hours. In a Madrid subsidiary that inventory usually turns up surprises: personal subscriptions paid outside procurement, internal documents uploaded to services with no data processing agreement, automations built by one isolated department. Out of it comes a short list of cases prioritised by impact and effort, plus a first defensible answer to the questionnaire the parent company has sent.

02

Architecture, model and data residency

We decide whether the case calls for RAG over internal documentation, an agent that executes steps in your systems, a governed Copilot rollout or a combination of them. Model and infrastructure are chosen on the sensitivity of the information: European cloud, dedicated infrastructure, or execution on your own infrastructure when the data cannot leave the building. All of it is written into a functional blueprint that the group's security function can review before we write a line of code.

03

Deployment and integration with what you already run

We connect to the ERP, the document management system, the CRM or the phone system through APIs or the MCP protocol, without forcing a migration. We tune the system to the company's real vocabulary, which in Madrid is usually bilingual, and test it on real case files before opening it to the wider organisation. Role-based training, eligible for FUNDAE funding, is scheduled at this stage so the tool reaches people's desks with a clear policy behind it rather than as a one-off gadget.

04

AI Act transparency and evidence for the group

We build the Article 50 mechanisms of EU Regulation 2024/1689 into any component that talks to a person: interaction notice, technical marking of generated content and audit logs. We put the system through adversarial testing before it goes in front of a customer, and leave the monitoring dashboard running. When the project calls for the full regulatory risk assessment, Summum Consultoría carries it out in parallel, on the same timeline.

What is included

What AI consulting for companies and international subsidiaries in Madrid includes.

The operational detail of a Madrid project: what we hand over, what we integrate with the systems you already run, and what keeps working afterwards.

  • AI usage inventory and prioritised use cases

    A map of the AI tools already circulating through the organisation, sanctioned or otherwise, cross-referenced with the processes that consume the most time. It is delivered already prioritised by impact and effort, and serves as the basis for answering the group's questionnaire.

  • RAG over internal documentation with source citation

    A retrieval-augmented search engine that indexes the company's contracts, procedures, case files and correspondence. It answers in plain language and returns the document and the exact passage the answer comes from, so whoever asked can verify it.

  • Back-office and voice agents

    Agents that carry out multi-step tasks across the ERP, the CRM or the phone system: invoice capture, inbound lead qualification, first-line support. Any action that costs money or exposes a customer is signed off by a person until the system proves stable.

  • Microsoft 365 Copilot with data governance

    Copilot rolled out to the workplace after a permissions review in SharePoint and OneDrive, so the assistant does not end up surfacing whatever had been over-shared. Includes role-based corporate training, eligible for FUNDAE funding, scheduled once the usage policy is agreed.

  • High-volume document processing and classification

    Automatic reading, extraction and classification of operational paperwork: supplier invoices, delivery notes, transport and customs documentation, insurance policies. It plugs into the system already in production, with human review on the cases the model flags as uncertain.

  • Article 50 technical layer and monitoring dashboard

    AI-interaction notice, technical marking of generated content and audit logs across every conversational component, plus adversarial testing before go-live and a usage and answer-quality dashboard reviewed on a regular cycle with the people who own the system.

Summum cluster

How it connects with its sisters.

Summum IA owns the technical layer: RAG, agents, document copilot, computer vision and the Article 50 transparency package. Summum Consultoría owns the AI Act regulatory risk assessment, which is where the system gets classified and its legal obligations are established. For a Madrid subsidiary answering to the European regulator and to its parent company's compliance team at the same time, that explicit split stops one question from coming back with two different answers.

Frequently asked questions about AI consulting for companies and international subsidiaries in Madrid.

Do you work with Madrid companies without having an office in the city?

Yes, and it is worth saying plainly: Summum IA has no office in Madrid. The group's offices are in Valladolid, Burgos, Aranda de Duero, Palencia and Las Palmas de Gran Canaria, and the Valladolid headquarters is one hour from Madrid by high-speed train. Assessment, deployment and follow-up are handled remotely, with discovery and training sessions by video call. We reserve travel to Madrid for the milestones that call for it: the opening workshop with management, going live, or an in-person training session.

We are the Spanish subsidiary of a foreign group and our parent already has an AI policy. Where does your work fit?

Underneath it, not over the top of it. We start from the group document, translate it into technical requirements that can actually be checked (which models may be used, on which data, with what logging and what human review) and design the Spanish deployment inside those limits. We hand over technical documentation in English when that is the language the group works in, at the level of detail security questionnaires tend to demand: data flow, providers involved, where processing takes place and traceability of answers. If the parent has not set a policy yet, we say so and treat it as a project risk, not as a free pass.

What exactly does Article 50 of the AI Act require from 2 August 2026?

EU Regulation 2024/1689 sets transparency obligations for AI systems that interact with people or generate content: telling users unambiguously that they are dealing with an AI, and marking generated content technically. They apply directly across the European Union from 2 August 2026, wherever the company or its customers happen to be established. EU Regulation 2026/1744, the digital omnibus on AI in force since 27 July 2026, did not move that date: it only gave providers until 2 December 2026 to meet the Article 50(2) marking duty on generative systems already placed on the market. Summum IA implements the technical part (interaction notice, content marking, audit logs), while Summum Consultoría carries out the regulatory risk assessment that covers system classification and the legal obligations following from it.

Our team already uses ChatGPT and Copilot on their own. Where do we start?

With the inventory, before any new tool. In large office teams you usually find personal subscriptions, browser extensions and internal documents pasted into services with no data processing agreement in place. The first deliverable is a map of what is genuinely being used, with which information and at what risk. From there you decide what gets cut off, what gets routed through a logged gateway, and what gets replaced by a governed Microsoft 365 Copilot rollout or an internal RAG system. Corporate training, eligible for FUNDAE funding, comes afterwards, once there is a policy worth teaching.

We handle client data in a regulated sector. Where does that data end up?

It depends on the architecture, and the architecture is chosen for the sensitivity of the data rather than the other way round. For information subject to heightened confidentiality requirements we evaluate deployments with data residency in the European Union, dedicated infrastructure, or models running on your own infrastructure, what we call sovereign AI, when the data cannot leave. Before any agent goes in front of a customer we run adversarial testing, known in the field as AI red teaming, to see what it can be pushed into saying or leaking. The regulatory risk assessment tied to personal data processing is carried out by Summum Consultoría, coordinated with the technical project.