Build, scale, and deploy AI systems that move your business forward
We design production-grade AI, distributed compute, and API platforms – from model training and optimization to Triton & vLLM deployments, and scalable vector databases with disk-based indices.
Our Services
From prototyping to production, we provide end-to-end solutions tailored for high-performance AI systems.
AI Systems & Model Engineering
- Objective Specfive AI Model training , LLMs fine-tuning + instruction tuning
- Agentic AI & automation workflows
- Computer Vision, NLP, Audio pipelines
- Custom model architectures
Deployment & Inference
- Triton & vLLM deployment optimization
- FastAPI & scalable API gateways
- Dynamic batching & optimized threading
- Load balancing & GPU orchestration
Big Data & Distributed Compute
- PySpark & distributed ETL pipelines
- Kubernetes & container orchestration
- Data pipelines for billion-row datasets
- Real-time streaming architectures
- model optimization and quantization
Featured Case Studies
Real-world implementations demonstrating our expertise in AI infrastructure and systems engineering.
Real-time Multimodal Search
- Vector DB with disk-based index for 1B+ vectors
- Triton + dynamic batching achieving sub-200ms latency
- Multi-model ensemble for text and image embeddings
- Cost reduced by 40% vs managed solutions
- 99.9% uptime serving 10K+ concurrent queries
Enterprise LLM Assistant
- vLLM + Triton deployment with GPU pooling
- Custom policy-driven multi-agent orchestration
- Fine-tuned Llama 2 70B with domain-specific data
- Handles 10K+ concurrent users seamlessly
- Reduced response latency by 60% vs baseline
Video Analytics Pipeline
- Distributed PySpark processing 1M+ frames daily
- YOLOv8 model pruning + TensorRT optimization
- Real-time inventory tracking and heatmap analytics
- Edge deployment across 500+ locations
- 90% reduction in processing latency
Why Choose MacroInception
We are a team of Data Scientists, ML Engineers, and full-stack developers specializing in scalable AI infrastructure. We focus on measurable results: faster inference, lower cost, higher accuracy, and production reliability.
Production-First
Every solution is built for production from day one, with proper monitoring, logging, and failover mechanisms.
Cost-Optimized
We optimize for both performance and cost, typically reducing infrastructure costs by 30-50%.
Battle-Tested
Our solutions power systems handling billions of requests, with proven reliability at scale.
Ready to Transform Your AI Infrastructure?
Let's discuss how we can help scale your AI systems. Get a free consultation to explore possibilities.