AI Consulting Services That Move Beyond Pilots Into Production

We deliver AI consulting from our nearshore Portugal hub - combining senior data architects, AI specialists and SAP consultants under one team. We build the data foundations, choose the use cases that scale, and ship to production. No demoware.

Problems we solve

AI pilots that never reach production

The POCs work in a notebook. They die in production. The gap is rarely the model - it is data quality, integration, governance and operating model. We engineer the path from pilot to production from the start.

Data foundations not ready for AI

AI sits on top of master data, transactional data and reporting layers that are often fragmented, inconsistent or stuck inside SAP. We build MDG, integration and data product foundations as the first step, not an afterthought.

Vendor confusion and tool sprawl

Every AI consulting company demos a different stack. Procurement is paralysed. We bring an opinionated, vendor-neutral architecture grounded in your existing landscape - build on what you have where you can, replace only where it pays back.

Generative AI use cases without ROI

Generative AI proofs of concept get funded easily and abandoned quickly. We prioritise use cases by feasibility and value before committing roadmap budget - with measurable KPIs tracked against the baseline.

Outcomes

What changes when senior AI and data consultants take ownership. Concrete results, measured against your baseline - not generic transformation promises.

Senior AI Consultants Onboarded in Days

Most individual placements mobilise within 1-2 weeks. AI and data squads stand up within 3-4 weeks. No three-month recruitment cycle, no roadmap stuck waiting for hires.

Data Foundations Ready for Production AI

Master data, integration and reporting foundations are addressed before model deployment. Past Clean Core and MDG programmes have remediated 400+ data and code objects, opening the path for reliable AI on top.

30-50% Lower Delivery Cost than Traditional AI Consulting Firms

Nearshore Portugal rates are typically 30-50% below UK, Swiss and German benchmarks - with senior expertise retained. You pay for delivery, not for governance overhead.

Use Cases Prioritised by ROI

Every generative AI and predictive use case is scored on feasibility and value before development. Only the cases that pay back enter the roadmap. The rest are documented as parking lot, not commitments.

Where We Shine

Five reasons mid-size and large enterprises choose Newronium among AI consulting firms.

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Built for Enterprises Operationalising AI

Whether you're scoping the first AI use case or scaling a portfolio across business units, our services adapt to the situation.
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How AI Consulting Services Work

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Results

Three programmes where Newronium consultants built the data and system foundations on which AI use cases now stand.
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FAQs About AI Consulting Services

Direct answers to the questions buyers ask before engaging an AI consulting partner.

What are AI consulting services?

AI consulting services are professional advisory and delivery engagements that help organisations identify, design, build and operate AI use cases - including generative AI, predictive AI and process automation. The work covers AI strategy and use case prioritisation, data foundations and master data, model design and development, integration into systems of record, MLOps, governance and post-go-live support. Most enterprises engage AI consulting services as individual specialists embedded in internal teams, multidisciplinary squads, or dedicated managed teams. Newronium delivers all three models from a nearshore Portugal hub, combining AI, data and SAP expertise. Pricing is set by daily rates, blended squad rates or monthly retainers.

How much do AI consulting services cost?

AI consulting services pricing depends on the engagement model and consultant seniority. Newronium uses a daily rate for individual AI consultants, a blended monthly rate for squads, and a monthly retainer for dedicated AI/data teams. Daily rates are typically 30-50% lower than large AI consulting firms such as Accenture or Capgemini, while keeping senior expertise. Pricing is transparent and aligned with the type of engagement, with no minimum spend on individual consultant placements.

How quickly can AI consultants start?

AI consultants from Newronium can start in days, not months, once the role and context are confirmed. Most individual placements mobilise within 1-2 weeks, and squads typically stand up within 3-4 weeks. We work from a pre-validated bench of senior AI, data and SAP profiles in Portugal, which removes the recruitment cycle. Onboarding follows a structured handover with clear scope, reporting lines and governance standards from day one.

What is included in AI consulting services from Newronium?

AI consulting services from Newronium cover use case identification and prioritisation, generative AI strategy and implementation, predictive AI and machine learning, MLOps and productionisation, data foundations including MDG and integration, and AI governance. Engagements are delivered as individual consultants, multidisciplinary squads, or dedicated nearshore teams. Coverage spans AI tooling (LLMs, MLOps platforms, data platforms) and integration with enterprise systems including SAP, BTP and CRM. Every engagement includes architectural oversight and delivery governance.

How does Newronium differ from other AI consulting companies?

Newronium differs from other AI consulting companies - large consultancies, AI-native boutiques and offshore staffing - by combining senior nearshore expertise with execution-first delivery. Daily rates are typically 30-50% below large firms such as Accenture or Capgemini, while quality remains higher than freelance or pure offshore models. Unlike AI-only boutiques that disconnect from systems of record, Newronium brings AI, data and SAP under one team - so use cases land in the systems where business actually runs. The flexible model lets clients start with one consultant and scale to a full squad without renegotiating contracts.

Are AI consulting services from Newronium right for our company size?

AI consulting services from Newronium fit mid-size to large enterprises ready to operationalise AI beyond pilots. Typical clients have 500+ employees, run established enterprise systems, and operate across one or more countries. We work across Pharmaceuticals, Manufacturing, Retail, Logistics and Financial Services. Smaller engagements start with a single AI consultant and can scale to full squads as use cases evolve, so commitment matches the actual scope.

What results can we expect from AI consulting services?

AI consulting services from Newronium typically deliver measurable results within the first quarter - a prioritised use case backlog, a first production-ready data foundation, and the first model in flight. Outcomes are tracked against agreed KPIs such as use case throughput, model accuracy, time-to-production and ROI per use case. We commit to outcomes, not just hours billed, and document parked use cases as transparently as committed ones.

Can you complement our existing AI consulting partners?

Newronium complements existing AI consulting partners without replacing them. We integrate alongside incumbent vendors to fill specific skill gaps - particularly the data foundation and SAP integration layer that AI-only consultancies often leave to others. This is a common pattern for clients with preferred AI vendors who need senior data and integration expertise without renegotiating master agreements.

How do you ensure AI quality and continuity in production?

AI quality and continuity in production are protected through MLOps practices, model governance and stable team structures. Dedicated teams operate under defined SLAs with backup coverage and shared knowledge bases, so departures do not break production AI services. Every model deployment includes a monitoring and retraining plan, defined accuracy thresholds, and an explicit rollback path. Newronium stays involved post-deployment with regular delivery reviews.