Services

We build AI & data systems that run in production

Suite5 is a software house for the AI era. We engineer, assure and operate Data & AI systems — backed by our own platform, GRIFFO, and a decade of European frontier research.

Build

A full spectrum of engineering services — from GenAI and ML to data platforms and complete custom systems

Assure

Proven trust practices — systems you can defend to your regulator, your board and your users

Run

Operations after delivery — because a model that isn't monitored is a liability, not an asset

Build

Engineering service lines

Our core competence: designing and delivering Data & AI systems end-to-end — software engineering discipline applied to frontier AI.

Generative & Agentic AI

Move beyond pilots: governed GenAI that reasons, converses and acts in your workflows.

  • LLM & foundation-model applications
  • RAG copilots & conversational AI
  • Multi-agent orchestration, human-in-the-loop
  • Synthetic data generation (tabular & time-series)
  • Domain-specific GenAI services

In practice → GenAI in manufacturing & grids

Machine Learning & Advanced Analytics

When accuracy is money: forecasting and analytics tuned to your operational stakes.

  • Custom ML/DL model development
  • Forecasting — up to 50% error improvement vs market thresholds
  • Descriptive, predictive & prescriptive analytics
  • Decision-support dashboards & reporting
  • ML/DL/GenAI model observability

In practice → Energy forecasting deployments

Data Engineering & Interoperability

AI is only as good as the data underneath it — we build that foundation properly.

  • End-to-end data pipelines
  • Ingestion from any source, with quality enrichment
  • Semantic interoperability & industry-standard mapping
  • Data lineage, lifecycle management & observability
  • AI-ready data architectures

In practice → The GRIFFO data backbone

Trusted Data Sharing & Data Spaces

Turn data into a tradable, trustworthy, fairly-priced asset across federated ecosystems.

  • Data space connectors & federation
  • FAIR data valuation — quality, utility, legal & privacy
  • Data & AI-model marketplaces
  • Smart contracts, monetisation & settlement

In practice → PISTIS & European data spaces

Applied Software Engineering

The discipline behind everything we ship: complex, data-intensive systems, built to last.

  • Custom platforms & product engineering
  • Cloud-native & cloud–edge architectures
  • Integration with legacy & operational systems
  • A decade of complex European delivery

In practice → Our delivery track record

Not sure which line fits?

Most real problems cut across several. Tell us the operational problem — we'll architect the system, not sell you a category.

Assure

Trust, engineered in — never an afterthought

Four complementary practices covering the full trust surface: technically defensible AI, demonstrable compliance, security by design, and sovereign control over your data. We cover them credibly, because we build the systems being assessed.

Trustworthy AI & Explainability (XAI)

The engineering practice — for CTOs and AI leads who must defend the system itself.

  • Explainability embedded in models, agents & results
  • Fairness, bias detection & robustness engineering
  • Human oversight & approval gateways
  • ML observability, drift detection & auto-evolution

In practice → XAI in safety-critical aviation

Data & AI Compliance

The assurance practice — for compliance, legal and governance leaders facing the regulator.

  • EU AI Act, GDPR, Data Act & NIS2 readiness
  • Agentic AI for compliance assessment & monitoring
  • Compliance Digital Passport — living, verifiable proof
  • Certification scorecards & audit-ready documentation

In practice → Compliance automation use cases

Cybersecurity for AI & Data Systems

Security engineered into the intelligence stack — for systems attackers consider targets.

  • Security-by-design for data & AI platforms
  • AI-driven threat intelligence & cross-layer correlation
  • Attestation & secure digital supply chains
  • Resilience for safety-critical & critical-infrastructure AI

In practice → Cybersecurity & defence use cases

Data Sovereignty & AI Governance

Keep control of your data and your models — wherever they run and whoever they serve.

  • Sovereign data sharing & fine-grained access control
  • Data governance frameworks & stewardship
  • Human oversight & AI governance structures
  • Privacy engineering & synthetic data

In practice → Data spaces & sovereignty research

Run

We stay after delivery

The classic weakness of builders is disappearing at go-live. Ours is the opposite model: the systems we ship come with the operations to keep them accurate, observable and compliant.

MLOps & Post-Delivery AI Operations

Production is where AI succeeds or quietly rots — we make sure it's the former.

  • Automated deployment & effortless transition to production
  • Model lifecycle management & auto-evolution
  • Managed AI operations & team enablement

In practice → GRIFFO's production automation

Data Observability

Trustworthy AI starts with data you can see — end to end, in real time.

  • 360° observability across data pipelines
  • Data quality, freshness & completeness monitoring
  • Lineage-aware alerting & root-cause analysis

In practice → Data foundations research

AI Model & LLM Observability

Models drift, bias creeps, prompts age — we watch so you don't find out from users.

  • ML/DL/GenAI model performance monitoring
  • Drift, bias & degradation detection with auto-evolution
  • LLM behaviour, cost & quality observability

In practice → Adaptive AI research (AI-DAPT)

Managed Operations via GRIFFO

Everything above is also available productised: GRIFFO delivers no-code Data & AI operations as a subscription — up to 80% faster pipeline creation, deployable on any private or public cloud.

How engagements start

Every system we ship starts small

We don't sell decks. Engagements begin with a short, priced scoping sprint — and grow only when the build case is proven.

Scoping sprint

2–4 weeks: feasibility, data audit, architecture and a costed PoC plan. The deliverable is a decision, not a report.

Build & deploy

The main event: end-to-end engineering of your system, from data foundation to production go-live.

Support & evolution

SLAs, enhancements and managed operations after go-live — we stay accountable for outcomes, not just deliveries.

Team extension

Our AI and data engineers embedded in your delivery organisation, for capability that compounds.

Wondering where these capabilities come from? Every service line is fed by our European research engine →

Have a system in mind?

Tell us the operational problem and the constraints. We'll come back with an architecture and a scoping plan — in engineering language, not marketing.

Scope it with us