AI & ML Consulting Services

PhD-level AI and machine learning consulting for production systems. We develop, evaluate, deploy, and maintain intelligent systems that perform reliably in real-world conditions.

What We Deliver

Model Development & Training

Design and train deep learning models for computer vision, NLP, and structured prediction tasks. Our work includes CNN architectures, vision transformers (Swin, DeiT), and hybrid pipelines achieving research-grade accuracy in production.

Production Deployment

Architecture and implementation for production AI systems. We handle model serving, monitoring, A/B testing, and gradual rollout strategies that minimize risk while delivering measurable value.

Evaluation & Calibration

Rigorous model evaluation with multi-seed testing, calibration analysis, and uncertainty quantification. We ensure models know when they don't know, critical for healthcare and high-stakes applications.

Federated Learning

Privacy-preserving AI across distributed datasets. Experience with FedAvg, FedProx, FedBN, SCAFFOLD, and MOON for medical data and other sensitive domains where centralization is not possible.

Fine-Tuning & Adaptation

Efficient model adaptation using LoRA, QLoRA, and parameter-efficient fine-tuning. We adapt foundation models to domain-specific tasks while managing computational and data constraints.

Research Translation

Turn academic research into production systems. Our team published in Frontiers in Neuroscience on brain MRI classification and presented federated learning research at international conferences.

Evidence of Capability

  • 99.55% accuracy on brain tumor MRI classification using DeiT + SVM hybrid pipeline
  • Published calibration-aware CNN-Swin model in Frontiers in Neuroscience (2026)
  • Federated learning across non-IID medical datasets with explainability analysis
  • HEC-funded research on LoRA and multi-agent LLM systems
  • Production face liveness detection system verified 40,000+ pensioners

Frequently Asked Questions

What AI and ML consulting services does Kortex8Labs provide?
Kortex8Labs provides AI/ML model development, production deployment architecture, evaluation and calibration strategies, federated learning implementation, and integration of AI systems into existing workflows.
What industries does Kortex8Labs serve?
We work with healthcare organizations (medical imaging, privacy-aware AI), education technology (assessment systems), public sector (identity verification), and enterprises requiring production-grade AI systems.
How does Kortex8Labs ensure AI model quality?
We employ multi-seed evaluation, model calibration analysis, explainability methods (XAI), and rigorous benchmarking. Our medical imaging work achieved 99.55% accuracy with proper uncertainty quantification.
Does Kortex8Labs work with international clients?
Yes. Kortex8Labs serves clients in the United States, United Kingdom, and GCC countries (Saudi Arabia, UAE, Qatar) with awareness of HIPAA, UK GDPR, Saudi PDPL, and UAE data protection requirements.
What is the typical engagement model?
We offer focused discovery (1-3 weeks), milestone-based product builds, and ongoing modernization pods. Engagements begin with understanding the operational problem and identifying the main technical risks before committing to a full build.

Discuss Your AI Project

Bring your AI challenge, existing system constraints, and success criteria. We'll identify the technical approach and next responsible step.

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