Prajnasetu Labs designs, trains, and deploys localized, high-performance AI architectures utilizing scalable bare-metal GPU infrastructure.
Initializing Prajnasetu distributed core...
Connecting to H100 cluster [Nodes 01-64]...
> Loading dataset: Bharat_Multimodal_26 (4.2 TB)
> Compiling neural architecture...
> Epoch 1/1000 | Loss: 2.451 | Acc: 45.2%
> Epoch 2/1000 | Loss: 1.832 | Acc: 58.7%
> Epoch 3/1000 | Loss: 1.105 | Acc: 72.1%
> Optimizing CUDA kernels...
Prajnasetu Labs is an independent AI Research and Development company headquartered in Lucknow, India. We are strictly focused on pushing the boundaries of deep tech, building experimental systems, and transitioning novel machine learning research into robust, scalable industrial applications.
To democratize access to enterprise-grade artificial intelligence by building highly localized, efficient, and compute-optimized models that solve real-world complexities across Bharat and global markets.
Operating on a bare-metal cloud philosophy, we heavily optimize CUDA kernels and distributed GPU training to maximize FLOPS per watt.
We implement SOC2-compliant architectures, ensuring all proprietary datasets for fine-tuning remain isolated, encrypted, and strictly governed.
Established core lab infrastructure in Uttar Pradesh and finalized initial GPU provisioning for base model experimentation.
Successfully trained 7B parameter domain-specific model utilizing custom RLHF implementation and local datasets.
Scaling infrastructure for predictive systems and vision-language integration for enterprise partners.
Designing novel architectures, fine-tuning open-source foundations, and optimizing hyperparameters for domain-specific tasks.
Lifecycle Flow
Prototyping multi-agent systems, continuous learning loops, and edge-device deployment strategies.
System Architecture
Building robust, scalable pipelines utilizing Kubernetes, bare-metal GPUs, and cloud orchestration.
Cloud Topology
Scalable APIs
ETL & Cleaning
Distributed Multi-GPU
Red-Teaming
Low-Latency API
Applying fundamental AI research to mission-critical sectors requiring high reliability, data privacy, and extreme low-latency processing.
On-premise LLMs for secure document analysis, threat detection, and geospatial SAR/EO workflow automation.
Low-latency anomaly detection, predictive analytics, and automated fraud mitigation for high-frequency data streams.
Privacy-preserving synthetic data generation and multilingual OCR for analyzing complex medical records securely.
Modular capabilities you can combine to build end-to-end systems — from data ingestion and retrieval to generation, evaluation, and observability.
Trustworthy, source-grounded Q&A for enterprise and public sector knowledge bases.
Layout-aware OCR and deep semantic understanding across Indian languages and scripts.
Language-agnostic diarization, transcription, and translation built for Bharat-scale use.
Prajnasetu Labs engineers at the lowest level possible. By bypassing generic cloud wrappers and operating directly on bare-metal architectures, we drastically reduce inference latency and training overhead.
Request a technical demo or discuss scalable AI solutions for your enterprise infrastructure.