Managed AI services

Research-grade AI systems, delivered as operational programmes.

stm.ai is a research and development company. We build product-grade AI and run managed programmes for organizations that need verifiable, sovereign, and explainable systems in cybersecurity, education, healthcare analytics, and intelligent automation. Our practice is shaped by hands-on delivery in MedTech, FinTech, EdTech, and academic teaching contexts.

EU grant funded Human-in-the-loop delivery On-prem and hybrid options Source-linked outputs

Core operating principles

Your AI, your data Deployments are designed to preserve data ownership and execution control.
Human-in-the-loop by design Domain experts remain inside review, governance, and final decision loops.
Evidence and traceability Every recommendation is tied to data lineage, rationale, and audit-ready outputs.
Services, not ad-hoc consulting We structure delivery around managed programmes with shared operational accountability.
EUR 1.7M

Non-dilutive grant support for AI product and capability development.

250+

Citations across applied AI and scientific computing publications.

2 products

Live product lines in cybersecurity and AI-powered education.

Domain experience

We bring cross-sector depth, not generic AI delivery.

stm.ai combines product execution with academic and applied R&D experience across regulated, educational, and data-intensive sectors.

MedTech and Digital Health

Parkinson's disease analytics, smartphone-based clinical assessment, and health data science toolkits.

cloudUPDRS, PDkit, peer-reviewed clinical papers

FinTech and Market Intelligence

Transfer-learning and forecasting workflows for financial applications and trading knowledge systems.

Transfer learning publication, market intelligence delivery

EdTech and Learning Systems

Personalized AI learning products and content pipelines designed for children, educators, and families.

LLMentor product development and programme execution

Teaching and Academic Practice

Academic researcher and lecturer background with practical education design and training-focused delivery.

Birkbeck profile, Fundamentals of Teaching certification

Cybersecurity and Digital Resilience

Explainable AI systems for security operations, risk analysis, and governance-oriented deployments.

CLARA platform and secure deployment architecture

Public Science and Human Behavior

Interdisciplinary experiments combining cognitive science, AI, and public engagement design.

Me, Human collaboration with Science Museum

Mission

We make AI useful, auditable, and deployable in the real world.

We pair responsible computation with deep domain collaboration so advanced models become trusted operational systems rather than isolated experiments.

Human-in-the-loop delivery

Teams, subject-matter experts, and stakeholders shape each iteration through continuous feedback cycles.

Data sovereignty by default

We prioritize on-prem and controlled hybrid environments where custody, policy, and compliance remain in your boundary.

Transparent governance

Recommendations include rationale, provenance, and reporting layers to support audit and verification.

Services company promise

We deliver outcomes through managed programmes, not hourly consulting.

Dedicated delivery teams

Cross-functional teams own roadmap, implementation, and operations so delivery continues after launch.

Programme-based engagements

Structured service tracks bundle R&D, automation assets, governance, and measurable milestones.

Shared accountability

We align with your KPIs and quality gates to make AI work predictable, explainable, and business-ready.

Managed AI programmes

Three programme types built for high-trust environments.

Evidence-Linked AI Research

Managed research programmes for data-heavy organizations that need verifiable insight generation and prediction pipelines.

  • Retrieval-augmented research with source-linked outputs
  • Domain expert feedback loops and iterative model updates
  • Pilot-to-production architecture for long-term operation

Digital Resilience and Security AI

Operational AI workflows for anomaly analysis, risk scoring, and explainable security operations in regulated settings.

  • Noise-reduced alerting with contextual summaries
  • On-prem and hybrid deployment options
  • Audit-ready reporting aligned to governance requirements

Creative and Adaptive Education AI

Human-led personalized learning systems blending generative content, pedagogical control, and measurable outcomes.

  • Culturally adaptive content pipelines
  • Educator-driven review and quality checkpoints
  • Product experiences for children, schools, and families
100%

Data ownership focus

Architectures are designed to preserve customer control over data and execution.

100%

Source verification intent

Outputs are linked to evidence and rationale for transparent review workflows.

100%

Human oversight commitment

Final decisions remain with people across security, education, and research contexts.

Product ecosystem

Product lines currently operated by stm.ai.

CLARA

AI cybersecurity platform with deployable agents for audit, network analysis, and secure browsing.

Visit clara.stm.ai

LLMentor

AI-driven personalized education product for children with digital and printable learning experiences.

Visit llmentor.stm.ai
Past projects archive

Selected collaborations and applied builds.

These projects informed our current model for scientific rigor, engineering quality, and domain adaptation.

PDkit

Open-source data science toolkit for Parkinson's disease progression and reproducible clinical analytics.

cloudUPDRS

Smartphone-first digital assessment workflows for Parkinson's symptoms backed by peer-reviewed validation.

INCom

Intelligent commerce platform research with Romanian ASR, NLP product reasoning, and visual recognition.

GoodMine

LLM-driven extraction and product intelligence with crawler-assisted data pipelines and vector workflows.

Me, Human

Public science collaboration on human cognition and behavior through live experiments and research outreach.

Market Intelligence Tool

Custom Python and SQL forecasting stack for structured market knowledge capture and decision support.

Research profile

Evidence-backed work with peer-reviewed outcomes.

Selected publications with short abstract highlights, including two Nature Portfolio papers.

The CloudUPDRS smartphone software in Parkinson's study
npj Parkinson's Disease (Nature Portfolio) · 2020
NatureMedTechClinical Validation

Prospective dual-site validation shows smartphone motor tests can predict blinded MDS-UPDRS III ratings at subject level, supporting digital endpoints in Parkinson's trials.

Open full Google Scholar profile
FAQ

Common questions from partners and consortium teams.

Is stm.ai a consulting company?
We operate as an AI research and development services company. Engagements are structured as managed programmes with owned outcomes, not ad-hoc advisory billing.
Can stm.ai support European project consortia?
Yes. We contribute technical architecture, model pipelines, validation methodology, and applied delivery work packages for research and innovation calls.
Do you offer sovereign or on-prem deployment options?
Yes. We design for controlled deployments where policy, access, and data residency requirements are strict, including on-prem and hybrid topologies.
Contact

Ready to build the next programme together?

Partnerships and new work

For partnerships, proposals, pilots, or case-study details, email c@stm.ai.

Typical response time: 1-2 business days European project collaborations welcome Product and research partnerships available

Company profile

Founded by Cosmin Stamate, stm.ai combines product engineering, machine learning research, and proposal-ready technical planning. Legal entity: AI STM Learning SRL.

R&D partner for AI-intensive work packages Prototype-to-production engineering capability Research translation into operational systems

Privacy and legal

We collect only data sent by email for partnership communication. Data controller: AI STM Learning SRL. You can request access, correction, or deletion at privacy@stm.ai.

Retention: up to 24 months unless deletion is requested sooner Rights: access, rectification, erasure, portability, objection No tracking scripts required for contact