Shalink’s GenAI research drives new content pipelines—text, images, 3-D assets, and code—that power RayX product features across Healthcare, Retail, E-commerce, and Digital Experience platforms.

• Foundation Architectures: Refining GANs, VAEs, diffusion and transformer models for multi-modal output.
• Text Generation: Custom LLMs for clinical summaries, legal drafts, and marketing copy.
• Image & 3-D Generation: Rapid AR/VR asset creation for Smart Cities, Construction and Retail try-ons.
• Audio & Video Synthesis: Voice bots, adaptive training videos, and immersive experience content.
• Multi-Modal Workflows: Text-to-image, image-to-text, and cross-sensor fusion for CPS and Edge AI solutions.

We embed transparency in every AI stack so defence, finance, and healthcare clients can audit, trust, and certify model behaviour

• Model Interpretability: SHAP, LIME and attention-visualisation for tabular, vision, and language models
• Human–AI Collaboration: Interactive dashboards that surface model reasoning to field engineers and clinicians.
• Bias & Fairness Audits: Domain-specific fairness metrics for recruitment, lending, and diagnosis.
• Safety & Trust: Robustness testing against adversarial and real-world edge cases.
• Policy & Regulation: GDPR-, ISO- and CDSCO-aligned governance toolkits for deployment at scale

From IoT sensors in Smart Cities to market feeds in Finance & Asset Management, we extract patterns and predict critical events in real time.

• Forecasting: Hybrid statistical + transformer models for energy load, fleet demand, and supply-chain signals.
• Anomaly Detection: Early-warning systems for equipment failure, fraud, and patient vitals.
• Causality & Decomposition: Explain drivers of change in climate, manufacturing yields, and retail foottraffic.

RL powers autonomous decision engines for drones, warehouse robots, and dynamic pricing.

• Policy Optimisation: Proximal Policy Optimisation (PPO), SAC and model-based RL tuned for edge hardware.
• Multi-Agent Systems: Swarm coordination for UAV surveillance and factory logistics.
• Sim-to-Real Transfer: Domain-randomised training pipelines that shorten field-testing cycles.
• Hierarchical RL: Layered control for complex CPS operations (e.g., smart grids).
• Exploration vs. Exploitation: Risk-sensitive reward shaping for finance and healthcare interventions.

RayX delivers low-latency intelligence on wearables, drones, and industrial gateways—cutting cloud costs and safeguarding data.

• Model Optimisation: Pruning, quantisation, and tinyML for ≤ 50 MB memory footprints.
• Energy Efficiency: Hardware–software co-design for battery-powered agriculture and safety gear.
• Privacy-Preserving AI: On-device inference to meet HIPAA-level privacy in telehealth.
• Real-Time Processing: Millisecond-class detection for AR HUD overlays and autonomous navigation.
• Federated Learning: Cross-site personalisation without sharing raw user data.

The backbone of all analytics offerings—from predictive maintenance to customer lifetime-value scoring.

• Feature Engineering: AutoML pipelines that ingest vision, text, and sensor feeds.
• Model Selection: Ensemble, tree, and probabilistic models benchmarked for speed vs. recall.
• Hyperparameter Tuning: Bayesian and evolutionary optimisation integrated with our MLOps stack.

We build custom CNNs, transformers and graph networks for unstructured data at industrial scale.

• Architecture Design: Vision transformers for defect detection; audio transformers for speech analytics.
• Transfer Learning: Domain-adapted LLMs and vision backbones fine-tuned on client data.
• Model Compression: Knowledge distillation for mobile AR and smart-helmet solutions.
• Beyond Classification: Unsupervised and generative DL for anomaly detection and digital-twin simulation.

Vision AI fuels Retail shelf analytics, Construction crack mapping, and Defence surveillance.

• Object Detection & Recognition: YOLOv8/9 pipelines accelerated on NVIDIA Jetson.
• Image Segmentation: Instance & semantic segmentation for medical imaging and smart-city CCTV.
• 3-D Vision & Motion: LiDAR + stereo fusion for autonomous inspection and UAV navigation.
• Augmented Reality: Real-time pose tracking to lock HUDs on industrial assets.
• Vision Transformers: Next-gen models for low-data regimes (agriculture pests, rare defects).

Custom language models power conversational agents, sentiment dashboards, and multilingual knowledge bases.

• Text Classification & Sentiment: Brand monitoring and clinical triage.
• Named-Entity Recognition: Supply-chain entity extraction, legal clause tagging.
• Question Answering & Search: Domain Q&A for e-commerce, smart manuals, and field maintenance.
• Fine-Tuned LLMs: Instruction-tuned models hosted securely for enterprise clients; function-calling for workflow automation.