Technical Brief
Hybrid RL-GNN for Query Optimization
A deep dive into how reinforcement learning and graph neural networks combine to optimize query planning in complex databases.
Read brief →Enterprise AI • GenAI • RL-GNN
Transforming enterprises
into intelligent organizations.
gyyanX partners with enterprises and tech startups to design, build and scale production-grade AI systems—combining Generative AI, machine learning and hybrid RL-GNN architectures to deliver measurable business impact.
About gyyanX
Your partner for applied AI and digital transformation.
We help organizations move beyond experimentation and into production with AI—aligning strategy, architecture and teams to ship real-world systems that endure.
gyyanX is an AI solutions and consulting company focused on designing and deploying real-world AI systems. From GenAI-powered copilots to RL-GNN-based query optimization, we work across the full lifecycle— strategy, architecture, engineering, training and continuous improvement.
Our approach blends research depth with enterprise pragmatism. We align AI initiatives with business outcomes, data realities and operational constraints, ensuring your investments translate into measurable value.
AI Strategy & Roadmapping
GenAI & LLM Solutions
Hybrid RL-GNN Optimization
MLOps & Governance
Corporate AI Certification
Mission, vision & impact
Mission: Empower enterprises to responsibly adopt AI systems that drive sustainable business value.
Vision: Become a leading AI transformation partner in Asia for data-intensive organizations and high-growth tech companies.
End-to-end
AI strategy, build & training in one partner.
Production-first
Designed for scale, reliability & observability.
Solutions & Services
From AI roadmaps to production-grade systems.
We cover the complete AI lifecycle: strategy, solution design, implementation, MLOps and team enablement, with a core specialization in performance-critical systems.
Advisory
AI Strategy & Roadmapping
Identify high-impact use cases, assess AI readiness and define a realistic, phased roadmap. We align stakeholders across business, data, and IT to prioritize what matters.
Maturity assessment
Use-case design
ROI modelling
Engineering
AI Solution Design & Development
Build GenAI, ML and decision-support systems tailored to your stack—chatbots, copilots, recommendation engines, anomaly detection and more.
LLMs & RAG
NLP & CV
APIs & integration
Optimization
Hybrid RL-GNN Query Optimization
Use RL and GNNs to learn optimal query plans and resource allocation in complex, data-heavy environments—improving latency and cost at scale.
Database-intensive
Self-learning
Performance
Operations
MLOps, Monitoring & Governance
Design pipelines, observability and governance for AI in production: monitoring data drift, model performance, compliance and SLAs.
Pipelines
Monitoring
Governance
Capability Building
Corporate Training & Certification
Upskill teams with hands-on programs in ML, GenAI and AI engineering, tailored to your stack and real projects.
Workshops
Certification
Labs
Industries
Designed for data-intensive organizations.
We work with enterprises and high-growth tech companies where performance, scale and reliability truly matter.
Finance
Financial Services & Fintech
Risk scoring, fraud detection, anomaly monitoring and intelligent routing for transaction-heavy platforms.
SaaS
Cloud & SaaS Platforms
Query optimization, recommendation engines, in-app copilots and smart analytics for multi-tenant architectures.
Manufacturing
Industry & Manufacturing
Predictive maintenance, quality inspection and real-time anomaly detection across machines and production lines.
Retail
Retail & E-commerce
Personalization, demand forecasting and GenAI-powered support to improve customer experience and operations.
Health
Healthcare & Diagnostics
Decision-support, triage routing, document understanding and workflow automation for clinical and admin teams.
Gov / R&D
Public Sector & Research
Knowledge management, document intelligence and analytical copilots with strong governance and security.
Training & Certification
Build AI-native teams, not just AI projects.
Our structured learning paths cover fundamentals to advanced architecture, aligned to your stack and use-cases.
gyyanX training programs are designed for engineers, data scientists, architects and business teams who need practical skills—not just theory. Each track combines instructor-led sessions, project labs and guided implementation sprints.
Programs can be delivered on-site, remote or hybrid, and tailored to your environment (cloud provider, data stack, regulatory context).
AI Fundamentals
Modern ML, GenAI basics, foundation models and responsible AI principles for mixed stakeholder groups.
Audience: Business + Technical
Applied Machine Learning
Supervised / unsupervised learning, feature pipelines, evaluation and deployment best practices.
Audience: DS / ML Engineers
GenAI & LLM Engineering
Prompting, RAG, orchestration, evaluation and safety for LLM-powered applications.
Audience: Engineers / Architects
RL-GNN & Optimization
Hybrid RL-GNN architectures applied to query planning, resource allocation and recommendation problems.
Audience: Advanced / R&D
Insights & Resources
Stay ahead of the AI curve.
Use gyyanX insights to guide your AI decisions—from architecture choices to adoption playbooks.
Playbook
From AI POCs to Production
A practical framework to move from pilots to scalable AI systems with governance, monitoring and ownership.
Get the playbook →Webinar
Designing GenAI Copilots for Enterprises
Learn how to architect, evaluate and safely deploy GenAI copilots integrated with your core systems.
View upcoming sessions →Contact
Ready to explore what AI can do for you?
Share a few details and we’ll schedule a discovery call to understand your context and outline potential AI initiatives.
Premium enterprise engagements
Architect-to-architect conversations
NDA-friendly discussions