AI Consulting Belgium 2026: EU AI Act Ready

Belgium's AI Consulting Landscape in 2026

In short

Belgium's AI market is shaped by three overlapping forces: the EU institutions in Brussels (including the EU AI Office), federal strategy through AI 4 Belgium and BOSA, and regional programmes — Flanders' AI Impulse and FAIR (EUR 32M/year), Wallonia's DigitalWallonia4.ai plus Trail research institute, and Brussels' Innoviris. This tri-regional structure means procurement, funding, and language expectations vary by postcode.

Belgium is compact geographically and dense regulatorily. Three linguistic communities (Dutch-speaking Flanders, French-speaking Wallonia, and bilingual Brussels), three regional governments with their own innovation agencies, and the European institutions all sit within a two-hour drive of each other. For AI consulting, this compression produces a market with unusual characteristics.

The federal strategy runs through AI 4 Belgium, the coalition that authored the country's seven-recommendation AI strategy covering skills, adoption, ethics, research, and public-sector deployment. The document is non-binding but shapes procurement priorities and grant scoring, so a Belgian AI proposal that fails to reference AI 4 Belgium reads as unaware of the local language.

Flanders operates the most ambitious regional AI programme. The Flanders AI Research Program (FAIR) commits roughly EUR 32M/year to fundamental and applied AI research through KU Leuven, Ghent University, and imec. The AI Impulse Programme adds adoption grants. VLAIO — the Flanders Innovation & Entrepreneurship agency — administers Baekeland and O&O grants that can cover up to 50% of enterprise AI R&D spend.

Wallonia runs DigitalWallonia4.ai, the regional AI plan under Agence du Numérique, with the Trail research institute pooling AI expertise from ULiège, UCLouvain, UMons, and UNamur. Wallonia's pharma cluster (GSK Wavre, UCB) and its aerospace/defence base (Sonaca, Thales Alenia Space Belgium) are the largest AI buyers in the region.

Brussels operates in a category of its own — English-dominant, EU institutions as anchor tenants, and Innoviris as the regional funder for SME AI collaborations. Corporate HQs based in Brussels (Solvay, Anheuser-Busch InBev, Proximus) drive most of the private-sector consulting demand in the capital.

Why the EU AI Act Matters More in Brussels Than Anywhere Else

In short

The EU AI Office — the enforcement body for the AI Act — is based in Brussels under DG CNECT. GPAI provider obligations became applicable 2 August 2025; high-risk system obligations phase in 2 August 2026; the full Act is enforceable by 2 August 2027. Belgian companies face the shortest distance to the regulator and the highest scrutiny density, especially for GPAI providers and high-risk system deployers headquartered or operating in-country.

The EU AI Office sits inside DG CNECT at the European Commission, physically headquartered in Brussels. Its remit covers general-purpose AI (GPAI) model oversight, coordination with national competent authorities, and much of the enforcement machinery that will operationalise the AI Act across 27 member states. Belgian companies are the AI Office's closest neighbours.

The enforcement calendar is now real. GPAI provider obligations (transparency, technical documentation, copyright compliance summaries) became applicable on 2 August 2025. High-risk system obligations (Articles 9-17 for providers, Article 26 for deployers) phase in from 2 August 2026. Full applicability lands 2 August 2027. Every one of those dates has already passed the horizon where "we'll deal with it later" is a defensible answer.

Penalties are punitive. Prohibited practices (Article 5 — social scoring, subliminal manipulation, real-time biometric identification in public spaces with narrow exceptions) carry fines up to EUR 35M or 7% of global annual turnover, whichever is higher. High-risk violations run up to EUR 15M or 3%. Providing false information to authorities can hit EUR 7.5M or 1%. The AI Act's ceiling exceeds GDPR's.

For Belgian buyers, the practical implication is that AI consulting proposals need to include the AI Act conformity plan as a first-order deliverable, not an appendix. Alice Labs writes every Belgian engagement with an Annex III risk mapping, technical documentation scaffold, and post-market monitoring outline — because that is the document Belgian legal review will scrutinise first.

What AI Consulting in Belgium Actually Covers

In short

In Belgium, AI consulting scope routinely bundles strategy, use-case discovery, agent and workflow build, MLOps, AI Act conformity assessment, GDPR alignment, NIS2 sector rules, and change management. Belgian enterprise buyers typically prefer one governance track that reconciles GDPR + AI Act + NIS2 rather than three parallel workstreams. This one-track preference is a distinguishing feature of the Belgian market.

The scope of AI consulting in Belgium looks broader than in less regulation-dense markets because Belgian legal and compliance teams have learned to buy governance as a single track. A typical engagement covers:

• Strategy and use-case discovery. Value-mapping, use-case portfolio scoring, ROI modelling — usually 3-6 use cases per business unit, ranked by feasibility x value.
• Data readiness. Source inventory, lineage mapping, golden evaluation set (100+ labelled examples per use case), and platform architecture for the target workload.
• Solution design and AI Act risk classification. Article 6-7 risk tiering, security review, and an ROI-adjusted business case.
• Build and integration. Agent architecture, RAG or fine-tune pipeline, MLOps, deployment inside client cloud (AWS eu-west-1, Azure Belgium/Netherlands, or GCP europe-west1 Belgium).
• Compliance-track deliverables. AI Act conformity assessment, GDPR DPIA refresh, NIS2 sector-specific controls where applicable, technical documentation, post-market monitoring plan.
• Change management and workforce enablement. Role-based training, champion network, adoption dashboard — routinely trilingual (NL/FR/EN) for customer-facing systems.

The bundled-governance preference is not universal — some Belgian public-sector procurements still separate the tracks. But for private-sector enterprises (pharma, finance, logistics, chemicals), a single AI + governance engagement is the norm and simplifies the compliance sign-off chain.

Belgian Industries With the Highest AI ROI in 2026

In short

Belgium's highest-ROI AI clusters are pharma (UCB, GSK Wavre — Europe's densest Wallonian pharma corridor), logistics (Port of Antwerp-Bruges — 240M+ tonnes cargo/year), financial services (KBC's Kate assistant surpassed 8M+ interactions; Belfius, ING Belgium), chemicals (Solvay), and regulated public sector. These clusters combine high transaction volume, deep domain expertise, and compliance pressure — the three ingredients that make AI ROI defensible.

The industry map for Belgian AI opportunity is unusually concentrated. Five clusters deliver most of the enterprise AI spend, and the ROI mathematics is comparable across them: high transaction volume, deep proprietary data, expensive human expertise, and regulatory pressure that rewards automation with an audit trail.

• Pharma (Wavre/Charleroi corridor). GSK Wavre, UCB, Takeda Lessines, Baxter, Univercells — Wallonia's pharma density is among Europe's highest. Clinical trial optimisation, regulatory writing acceleration, manufacturing deviation triage, and pharmacovigilance signal detection are the recurring use-case patterns.
• Logistics (Port of Antwerp-Bruges). Europe's second-largest port by cargo volume moves 240M+ tonnes annually. AI use cases span berth allocation, intermodal scheduling, container inspection, customs documentation, and drayage matching. The port authority runs its own digital transformation programme; carriers and terminal operators (PSA Antwerp, DP World Antwerp Gateway) run parallel ones.
• Financial services. KBC's Kate voice assistant crossed 8M+ interactions since launch and remains the most-cited Belgian production AI reference. Belfius, ING Belgium, BNP Paribas Fortis, Argenta, and Euroclear all run internal AI programmes concentrated on KYC/AML, contract review, customer service triage, and coding productivity.
• Chemicals and materials. Solvay, Tessenderlo, Umicore, Recticel — the chemistry cluster runs process-optimisation, catalyst-search, and safety-monitoring AI in production settings. Compliance overlap with REACH regulation adds an extra scope vector.
• Public sector. FOD Financiën (federal tax), SPF Finances, Rijksregister (national registry), and BOSA drive most public-sector AI spend. Public-sector deployments trigger the Fundamental Rights Impact Assessment (FRIA) obligation under AI Act Article 27 for high-risk systems.

Alice Labs' 100+ production implementations skew toward workflow-embedded agent builds in these five clusters — the pattern where senior domain-plus-regulation expertise materially compresses time-to-production.

Alice Labs' Approach for Belgian Clients

In short

Alice Labs is Stockholm-headquartered and works cross-border with Belgian enterprises. No fake Brussels office, no shell entity — Belgian delivery combines remote sprints with on-site workshops in Brussels, Antwerp, or Ghent when needed. Senior-only teams, EU AI Act-native design from day one, transparent fixed-scope pricing, and 100+ production AI implementations since 2023 across strategy, build, compliance, and enablement.

Alice Labs is based in Stockholm and works cross-border with Belgian clients. The honest positioning matters: we do not maintain a local Brussels address, and we do not claim one. Belgian buyers who want a fake local presence should look elsewhere; Belgian buyers who want senior operators, EU AI Act-native delivery, and transparent pricing typically prefer that we are direct about it.

The delivery pattern for Belgian engagements is remote-primary with on-site cadence:

• Kickoff workshops on-site in Brussels, Antwerp, or Ghent — usually one to two days for a Phase 1 discovery.
• Weekly delivery sprints remote, with the same senior consultants on the engagement from Week 1 through post-launch.
• Monthly on-site presence during build phases, including end-user shadowing and stakeholder check-ins.
• Compliance handoffs coordinated with the client's Belgian legal counsel and DPO — Alice Labs authors the technical AI Act conformity documentation; client counsel signs off on jurisdictional interpretation.

The senior-only staffing model applies to Belgian engagements identically to Nordic and broader European ones. No offshore juniors, no undisclosed subcontracting, no pyramid handoffs. Founders Eric Lundberg and Linus Ingemarsson stay client-facing across engagements. The MSA binds specific named individuals with substitution requiring client approval.

EU AI Act obligations are designed into every high-risk build from Phase 3 — not retrofitted in Phase 6. This is where the Stockholm base is a feature, not a bug: Alice Labs has been shipping EU-regulated AI since the Act was still in trilogue, so the design patterns are settled rather than experimental.

EU AI Act Compliance: The 2026 Belgian Checklist

In short

For Belgian companies, the 2026 AI Act checklist is concrete: (1) inventory all AI systems across business units; (2) risk-classify against Annex III; (3) for high-risk systems, prepare technical documentation under Annex IV; (4) conduct FRIA for public-sector high-risk deployments (Article 27); (5) implement post-market monitoring; (6) coordinate through BOSA at federal level and sector regulators (APD, FSMA, FAMHP) as applicable. GPAI provider obligations already apply from 2 August 2025.

The operational AI Act checklist for a Belgian enterprise in 2026 is the following. Alice Labs runs this as a 4-8 week readiness sprint as the default entry engagement for Belgian clients.

• Step 1 — Inventory. Enumerate every AI system across every business unit. Include shadow-IT LLM usage, embedded AI in SaaS tools (Salesforce Einstein, Microsoft Copilot, HubSpot AI), and internal pilots. Most Belgian enterprises find 2-4x more systems than they expected.
• Step 2 — Risk-classify against Annex III. Determine whether each system falls into Prohibited (Article 5), High-Risk (Annex III), Limited-Risk (Article 50 transparency), or Minimal-Risk. Get the classification wrong and the downstream obligations are wrong too.
• Step 3 — Technical documentation. For high-risk systems, prepare the Annex IV documentation: system description, design specifications, data governance measures, evaluation results, risk management outputs, and post-market monitoring plan.
• Step 4 — Fundamental Rights Impact Assessment (FRIA). Required for public-sector high-risk deployments under Article 27. Belgian federal and regional administrations bear this obligation directly; private-sector deployers to public-sector customers should expect it to flow down contractually.
• Step 5 — Post-market monitoring. A written plan for how the deployed system will be monitored for drift, incidents, and serious harm. Not optional.
• Step 6 — Regulator coordination. BOSA coordinates at federal level; sector regulators (APD/GBA for data protection, FSMA for financial services, FAMHP for medical devices) enforce inside their domains. GPAI providers coordinate directly with the EU AI Office in Brussels.

Fines up to EUR 35M or 7% of global turnover apply for prohibited practices. For high-risk system violations, the ceiling is EUR 15M or 3%. Deliverables from the readiness sprint are engineered to survive external legal review — Alice Labs writes them assuming Belgian counsel will scrutinise every classification decision.

Brussels vs Flanders vs Wallonia: Choosing the Right Partner

In short

Regional differences in Belgium affect consultancy selection: Flanders operates in Dutch/English with FAIR and VLAIO grants; Wallonia operates in French with DigitalWallonia4.ai, Trail research institute, and Recherche funding; Brussels operates in English (Innoviris grants) with EU institutions and international HQs. A consultancy that cannot deliver in the language of the target region will struggle on public-sector work; on private-sector work, English-first typically suffices for Brussels and Flemish enterprise IT, less so for Wallonia.

Regional selection is genuinely important in Belgium. The three regions differ in language, industry mix, funding structure, and cultural expectations around vendor engagement.

• Flanders. Dutch is the official language; English is widely used in enterprise IT and multinationals. VLAIO administers Baekeland (up to 50% co-funding for AI R&D) and O&O grants. FAIR is the research-tier funding through KU Leuven, Ghent University, and imec. Anchor industries: logistics (Antwerp), chemistry and pharma (Antwerp/Ghent), advanced manufacturing (Flanders Make cluster).
• Wallonia. French is the official language; English penetration in enterprise IT is lower than in Flanders but rising. DigitalWallonia4.ai is the regional AI strategy; Trail (ULiège + UCLouvain + UMons + UNamur) is the research consortium. Anchor industries: pharma (Wavre/Charleroi), aerospace and defence (Sonaca, Thales Alenia), agri-food.
• Brussels. Officially bilingual; enterprise operations run in English by default. Innoviris funds SME AI collaborations under Team Up. Anchor organisations: EU institutions (European Commission, Council, Parliament), international HQs (Solvay, AB InBev, Proximus), federal agencies (BOSA, FOD Financiën).

Alice Labs delivers to all three regions in English by default, with Dutch and French translation of executive summaries and end-user documentation available on request. For public-sector Wallonian engagements requiring French-language delivery of technical sessions, we partner with a Belgian-based delivery partner rather than pretend to in-house native French capability we don't have.

Typical Engagement Models and Pricing in Belgium

In short

Belgian AI consulting pricing typically ranges: fixed-scope pilots EUR 25-80K; senior retainers EUR 15-40K/month; EU AI Act readiness sprints EUR 30-70K over 4-8 weeks; end-to-end delivery EUR 250-750K for a single high-value use case. Belgian enterprise buyers strongly prefer fixed-scope over T&M staffing. Swedish-invoiced services to Belgian VAT-registered clients apply intra-EU reverse charge — no Belgian VAT on the Alice Labs invoice.

Belgian AI consulting pricing sits toward the higher end of the EU spectrum, closer to DACH than to Southern or Eastern Europe. Realistic ranges for 2026:

• Fixed-scope pilot (single use case, 6-12 weeks): EUR 25-80K depending on scope, data complexity, and regulatory tier. Belgian buyers strongly prefer fixed-scope over T&M — Alice Labs quotes fixed-scope by default.
• Senior retainer: EUR 15-40K/month for a named senior consultant at agreed capacity. Popular pattern for Belgian buyers with an in-house AI team who want senior advisory without full delivery scope.
• EU AI Act readiness sprint: EUR 30-70K over 4-8 weeks. Inventory, risk classification, gap analysis, remediation roadmap — the default entry engagement for Belgian clients.
• End-to-end delivery, single high-value use case: EUR 250-750K over 14-24 weeks. Strategy through production plus AI Act conformity plus workforce enablement.
• Enterprise programmes (multi-use-case, multi-BU): EUR 1-5M range, scoped as parallel tracks over a shared platform layer.

Big Four firms (Deloitte, PwC, EY, KPMG) bill higher on multi-partner staffing — a comparable end-to-end scope typically runs 1.5-2x an Alice Labs quote. The delta is not delivery capability; it is staffing model (pyramid vs senior-only) and overhead structure (partner + manager + junior stack vs founder + senior operators).

For Swedish-invoiced services to Belgian VAT-registered clients, intra-EU reverse charge applies under the EU VAT Directive — no Belgian VAT appears on the Alice Labs invoice, and the Belgian buyer self-accounts the VAT under reverse charge. This is a standard Belgian procurement pattern and adds no friction to the buy.

Case Pattern: An EU AI Act Readiness Sprint

In short

A 6-week EU AI Act readiness sprint runs: Weeks 1-2 — AI system inventory across all business units, including shadow-IT and embedded SaaS AI; Weeks 3-4 — risk tiering against Annex III with legal counsel review; Weeks 5-6 — gap analysis, technical documentation scaffold, and remediation roadmap. Deliverables include the AI inventory, Annex III classification memo, technical documentation template, post-market monitoring plan, and 12-month remediation Gantt.

The 6-week EU AI Act readiness sprint is the default entry engagement for Belgian clients because it produces a defensible compliance baseline before any build begins. The structure:

• Weeks 1-2 — Inventory. Structured interviews with each business unit, shadow-IT discovery through Microsoft Purview / Netskope / equivalent, embedded SaaS AI catalogue (Copilot, Salesforce Einstein, HubSpot AI, ServiceNow Now Assist). Output: unified AI system register with 20-40 entries typical for a mid-sized Belgian enterprise.
• Weeks 3-4 — Risk tiering. Article 5 (Prohibited) screening, Annex III (High-Risk) mapping, Article 50 (Transparency) checks, minimal-risk residual. Classification memo with the reasoning per system, reviewed by client legal counsel before finalisation.
• Weeks 5-6 — Gap analysis and remediation. For each high-risk system, document the gap between current state and Annex IV compliance. Package into a 12-month remediation Gantt with owners, dependencies, and estimated cost. Add post-market monitoring plan and technical documentation scaffold.

Deliverables at end of sprint:

• AI system inventory register (spreadsheet + narrative memo)
• Annex III risk classification decision memo with legal review sign-off
• Technical documentation scaffold per high-risk system (Annex IV structure)
• Post-market monitoring plan template
• 12-month remediation roadmap with prioritised backlog
• Regulator-communication template for BOSA / sector authority coordination

Cost typically lands EUR 30-70K depending on organisation size. Alice Labs runs the sprint with two senior consultants and a delivery lead; client-side commitment is typically 3-5 hours/week from a legal or DPO owner plus 1-2 hours/week from each business-unit AI point-of-contact.

Data Residency, GDPR, and Cross-Border AI

In short

Belgian Data Protection Authority (APD/GBA) has been aggressive on AI governance — the IAB Europe TCF ruling was upheld in 2024 and set the tone for how the DPA views ambient AI/data intersections. Data residency in the EU is table stakes for public-sector Belgian clients and increasingly for private-sector regulated buyers. EDPB guidance on the GDPR/AI Act interplay released 2024 is the operational reference for reconciling both regimes.

Belgian data protection enforcement is unusually assertive by EU standards. The Belgian DPA (APD/GBA) has taken lead-authority positions on several cross-border cases and has been willing to pursue novel theories where other DPAs have hesitated. The IAB Europe Transparency & Consent Framework (TCF) ruling — upheld by the Market Court in September 2024 — is the current tone-setter: the DPA was willing to classify TCF signals as personal data under GDPR, with significant downstream implications for adtech and, by extension, AI systems trained on ambient web data.

For AI consulting, the operational implications are:

• Data residency in EU is table stakes. Public-sector Belgian clients routinely require EU-only compute and storage. Private-sector regulated buyers (finance, healthcare, energy) increasingly require the same. Alice Labs deploys inside client cloud (AWS eu-west-1 / eu-central-2, Azure Belgium and Netherlands regions, GCP europe-west1 Belgium) as the default.
• GDPR + AI Act reconciliation. The EDPB's December 2024 opinion (Opinion 28/2024) on AI models and GDPR is the operational reference — legitimate interest can support model training in narrow cases, but data subject rights and purpose limitation still apply.
• DPIA + FRIA + AI Act conformity assessment often need to be run as linked but distinct exercises for high-risk systems. Alice Labs writes them as a single coordinated document set to reduce client-side review overhead.
• Sub-processor discipline. Belgian DPA scrutiny of cross-border transfers under Chapter V GDPR is high. Model provider selection (Anthropic, OpenAI, Google, Mistral, open-source) must be documented with SCCs, TIA outputs, and supplementary measures where required.

Language, Culture, and Delivery in a Trilingual Market

In short

Brussels HQs and multinationals operate in English by default. Flemish enterprise IT teams work in Dutch/English fluidly; delivery documents in English are standard. Wallonian private-sector IT works in French/English; public sector expects French for end-user materials and formal correspondence. Alice Labs delivers in English with NL/FR translation of executive summaries and training materials on request — the pattern used successfully on 100+ Nordic, DACH, and Benelux engagements.

Belgium's trilingual market is the single most-cited operational challenge in cross-border AI consulting. The pragmatic reality is more workable than the theoretical complexity suggests, but only if the consultancy is honest about what it can and cannot deliver.

• Brussels HQs and EU institutions operate in English by default. Working sessions, deliverables, and training run in English without friction. This covers most Solvay, AB InBev, Proximus, and EU-institution engagements.
• Flemish enterprise IT operates fluidly in Dutch and English. Working sessions can be English; end-user training materials should be Dutch for customer-facing systems. Alice Labs delivers deliverables in English by default with Dutch translation on request.
• Wallonian private-sector IT increasingly works in English at the senior technical level but end-user and stakeholder materials should be French. Public-sector engagements in Wallonia require French for formal correspondence and end-user documentation.

Alice Labs' standard delivery model for Belgian engagements is English-first with translation of executive summaries and training materials on request. Working sessions and technical workshops run in English. We have delivered this pattern successfully across 100+ engagements to Nordic, DACH, and Benelux clients. Where a specific engagement requires native French or Dutch delivery of end-user training, we partner with a local delivery partner rather than pretend to in-house capability.

How to Evaluate an AI Consultancy for Belgian Projects

In short

Nine criteria for evaluating an AI consultancy on a Belgian project: (1) EU AI Act fluency demonstrated in writing; (2) senior-only staffing with named individuals in the MSA; (3) production track record — not pilots; (4) transparent fixed-scope pricing; (5) client references contactable by phone; (6) written exit clauses at phase gates; (7) IP terms assigning outputs to client; (8) sub-processor documentation and EU data residency; (9) trilingual delivery honesty — what they can do natively vs via partners.

Belgian procurement teams are unusually thorough. The nine criteria below map to the written questions that show up most often in Belgian AI RFPs.

• 1. EU AI Act fluency. Ask for a written AI Act conformity plan for the specific use case in the RFP. Firms that produce generic boilerplate here are filtering themselves out.
• 2. Named senior team in the MSA. Specific engineers, applied scientists, and delivery lead — with substitution requiring client approval. This clause separates real senior-only firms from pyramid firms.
• 3. Production track record. Ask for named client references where the system is in production (not pilot), the duration of live operation, and the measured KPI outcome. Belgian buyers should be able to phone the reference.
• 4. Transparent fixed-scope pricing. Fixed price for fixed scope with phase-gate exits. T&M-only pricing on greenfield AI work is a red flag.
• 5. Written phase-gate exit clauses. After Phase 1 (discovery) and Phase 3 (design). No penalty. This turns end-to-end from a scary commitment into a risk-managed one.
• 6. IP assignment to client. All trained models, prompts, evaluation sets, and code assigned to the client on delivery. Reject background-IP carve-outs that would leave the firm owning what your data trained.
• 7. Sub-processor documentation. Full list of sub-processors, EU data residency, model provider agreements. Belgian DPA scrutiny of Chapter V GDPR is high.
• 8. KPI-linked pricing. 15-25% of fee tied to measured Phase 6 outcomes. Structurally aligns delivery incentives with client outcomes.
• 9. Trilingual delivery honesty. Ask directly what the firm delivers in-house in Dutch and French versus via partners. Straightforward answers beat vague multilingual capability claims.

Grants and Funding for Belgian AI Projects in 2026

In short

Belgian AI R&D is co-funded through multiple channels: VLAIO Baekeland and O&O (Flanders, up to 50% of R&D spend), Innoviris Team Up (Brussels SME collaborations), Recherche (Wallonia), and EU-level Horizon Europe and Digital Europe Programme (including AI Testing and Experimentation Facilities — TEFs). Grant scoring reads AI 4 Belgium and the regional strategies as strategic references; proposals that align with existing policy language score materially higher.

Belgian AI projects rarely rely on a single funding source. The best-structured programmes typically stack regional co-funding with EU-level grants to reach 40-60% non-dilutive coverage of R&D cost.

• VLAIO Baekeland (Flanders). Doctoral-project co-funding, up to 4 years, with the researcher embedded in the enterprise. Popular for pharma, materials, and manufacturing AI R&D.
• VLAIO O&O (Flanders). Innovation projects, co-funding up to 50% of eligible R&D spend. The workhorse Flemish grant for enterprise AI projects.
• Innoviris Team Up (Brussels). Co-funds Brussels SME collaborations on innovation projects. Smaller ticket sizes than VLAIO but well-suited to early-stage AI use cases.
• Recherche and DigitalWallonia4.ai (Wallonia). Regional grants administered through SPW Recherche and Agence du Numérique. Aligned with Trail research institute for research-heavy proposals.
• Horizon Europe. EU-level R&I framework, competitive but well-funded for consortium projects with EU partners. AI-specific calls under Cluster 4 (Digital, Industry, Space).
• Digital Europe Programme. Includes AI Testing and Experimentation Facilities (TEFs) covering health, manufacturing, agri-food, and smart cities. Open for Belgian participation.

Alice Labs contributes the technical scope, delivery plan, and AI Act conformity annex to grant applications — the parts grant reviewers scrutinise most. Local grant-writing partners handle regional administrative filings. This division of labour works well because grant administrative filing is a specialised skill and outsourcing it to a local partner is materially cheaper than doing it in-house.

When Not to Hire an AI Consultant in Belgium

In short

Three scenarios where hiring an AI consultant in Belgium is the wrong buy: (1) no labelled data and no willingness to invest in creating it — no supervised ML project will succeed; (2) no executive sponsor with budget authority and a stake in outcomes — adoption will not happen; (3) compliance-only projects that don't need custom AI — off-the-shelf tools with proper governance are cheaper. Musk-algorithm honesty: sometimes the right answer is not to build.

The honest self-negation section. Not every Belgian AI buy is a good buy, and consultants who pretend otherwise are optimising for their revenue at the expense of client fit. Three scenarios where the answer should be "no" or "not yet."

• Scenario 1 — no labelled data, no plan to invest in creating it. A supervised ML use case without labelled examples is not a project — it is a dataset-labelling programme masquerading as an AI programme. Alice Labs will recommend either a smaller use case that fits the available data or a Phase 0 data labelling sprint before Phase 1 begins. What we won't do is ship a Phase 4 build against fictional data.
• Scenario 2 — no executive sponsor with budget authority and stake in outcomes. AI initiatives without an executive sponsor who cares about the KPI die in the middle of Phase 4. The change-management work does not happen; the KPI is not defended in budget review; the pilot ships and quietly stops being used. Belgian enterprise culture is unusually consensus-driven, which amplifies this failure mode — without an accountable sponsor, decisions get diffused across three stakeholders and none.
• Scenario 3 — the compliance problem doesn't need custom AI. If the underlying need is documentation, audit trail, or workflow automation, an off-the-shelf tool with proper governance ships faster and cheaper than a custom agent. Belgian buyers occasionally frame compliance problems as AI problems because AI budget is easier to secure. Alice Labs will call this out at Phase 1 rather than accept the mis-framed brief.

The Musk algorithm frames this well: Step 1 — question the requirement before optimising. About one in eight Alice Labs Phase 1 engagements produces a "don't build" recommendation. That is the pattern we want — the small revenue hit at Phase 1 exit beats the large abandonment cost at Phase 5.

Next Steps: A 30-Minute EU AI Act Readiness Check

In short

Book a free 30-minute EU AI Act readiness call with Alice Labs. We produce a short written diagnostic within 48 hours covering: AI system inventory status, Annex III exposure, GDPR/AI Act reconciliation gaps, and a recommended next-step scope. Delivered in English by default; NL or FR summary on request. No obligation, no sales pressure — the diagnostic is useful even if you choose to work with a different consultancy.

The lowest-friction way to start is a 30-minute EU AI Act readiness call. Alice Labs runs these free of charge for Belgian enterprises considering an AI consulting engagement. The conversation covers:

• Current AI system inventory status — do you have a register? How recent? Any shadow-IT gaps?
• Annex III exposure — a first-pass estimate of how many systems are likely to classify as high-risk under the current portfolio.
• GDPR/AI Act reconciliation gaps — where the existing DPIA and AI Act conformity documentation need to meet.
• Recommended next-step scope — often the 4-8 week readiness sprint; sometimes a smaller diagnostic; occasionally "you don't need us right now".

A written summary is delivered within 48 hours of the call in English, with NL or FR executive-summary translation on request. There is no obligation and no sales pressure attached; the diagnostic is useful even if you choose to work with a different consultancy or handle the readiness work internally.

The call is with Eric Lundberg or Linus Ingemarsson directly, not a sales rep — because in a senior-only firm, senior operators run first calls too.